Overview
Dataset statistics
| Number of variables | 50 |
|---|---|
| Number of observations | 101766 |
| Missing cells | 181168 |
| Missing cells (%) | 3.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 38.8 MiB |
| Average record size in memory | 400.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 30 |
| Text | 4 |
| Boolean | 3 |
examide has constant value "False" | Constant |
citoglipton has constant value "False" | Constant |
A1Cresult is highly overall correlated with acetohexamide and 3 other fields | High correlation |
acetohexamide is highly overall correlated with A1Cresult and 1 other fields | High correlation |
change is highly overall correlated with diabetesMed and 1 other fields | High correlation |
diabetesMed is highly overall correlated with change and 1 other fields | High correlation |
encounter_id is highly overall correlated with patient_nbr | High correlation |
glimepiride-pioglitazone is highly overall correlated with A1Cresult and 1 other fields | High correlation |
glipizide-metformin is highly overall correlated with max_glu_serum | High correlation |
insulin is highly overall correlated with change and 1 other fields | High correlation |
max_glu_serum is highly overall correlated with acetohexamide and 7 other fields | High correlation |
metformin-pioglitazone is highly overall correlated with A1Cresult and 1 other fields | High correlation |
metformin-rosiglitazone is highly overall correlated with max_glu_serum | High correlation |
miglitol is highly overall correlated with max_glu_serum | High correlation |
patient_nbr is highly overall correlated with encounter_id | High correlation |
troglitazone is highly overall correlated with A1Cresult and 1 other fields | High correlation |
weight is highly overall correlated with max_glu_serum | High correlation |
race is highly imbalanced (55.9%) | Imbalance |
weight is highly imbalanced (92.0%) | Imbalance |
metformin is highly imbalanced (59.5%) | Imbalance |
repaglinide is highly imbalanced (93.9%) | Imbalance |
nateglinide is highly imbalanced (96.9%) | Imbalance |
chlorpropamide is highly imbalanced (99.5%) | Imbalance |
glimepiride is highly imbalanced (84.0%) | Imbalance |
acetohexamide is highly imbalanced (> 99.9%) | Imbalance |
glipizide is highly imbalanced (69.2%) | Imbalance |
glyburide is highly imbalanced (72.3%) | Imbalance |
tolbutamide is highly imbalanced (99.7%) | Imbalance |
pioglitazone is highly imbalanced (80.2%) | Imbalance |
rosiglitazone is highly imbalanced (82.2%) | Imbalance |
acarbose is highly imbalanced (98.5%) | Imbalance |
miglitol is highly imbalanced (99.7%) | Imbalance |
troglitazone is highly imbalanced (> 99.9%) | Imbalance |
tolazamide is highly imbalanced (99.7%) | Imbalance |
glyburide-metformin is highly imbalanced (97.0%) | Imbalance |
glipizide-metformin is highly imbalanced (99.8%) | Imbalance |
glimepiride-pioglitazone is highly imbalanced (> 99.9%) | Imbalance |
metformin-rosiglitazone is highly imbalanced (> 99.9%) | Imbalance |
metformin-pioglitazone is highly imbalanced (> 99.9%) | Imbalance |
max_glu_serum has 96420 (94.7%) missing values | Missing |
A1Cresult has 84748 (83.3%) missing values | Missing |
number_emergency is highly skewed (γ1 = 22.85558215) | Skewed |
encounter_id has unique values | Unique |
num_procedures has 46652 (45.8%) zeros | Zeros |
number_outpatient has 85027 (83.6%) zeros | Zeros |
number_emergency has 90383 (88.8%) zeros | Zeros |
number_inpatient has 67630 (66.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-30 11:33:06.677376 |
|---|---|
| Analysis finished | 2025-11-30 11:34:38.628700 |
| Duration | 1 minute and 31.95 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
encounter_id
Real number (ℝ)
High correlation Unique
| Distinct | 101766 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6520165 × 108 |
| Minimum | 12522 |
|---|---|
| Maximum | 4.4386722 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 12522 |
|---|---|
| 5-th percentile | 27170784 |
| Q1 | 84961194 |
| median | 1.5238899 × 108 |
| Q3 | 2.3027089 × 108 |
| 95-th percentile | 3.7896284 × 108 |
| Maximum | 4.4386722 × 108 |
| Range | 4.438547 × 108 |
| Interquartile range (IQR) | 1.4530969 × 108 |
Descriptive statistics
| Standard deviation | 1.026403 × 108 |
|---|---|
| Coefficient of variation (CV) | 0.62130311 |
| Kurtosis | -0.10207139 |
| Mean | 1.6520165 × 108 |
| Median Absolute Deviation (MAD) | 70921143 |
| Skewness | 0.69914155 |
| Sum | 1.6811911 × 1013 |
| Variance | 1.053503 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 443867222 | 1 | < 0.1% |
| 2278392 | 1 | < 0.1% |
| 149190 | 1 | < 0.1% |
| 64410 | 1 | < 0.1% |
| 500364 | 1 | < 0.1% |
| 16680 | 1 | < 0.1% |
| 443816024 | 1 | < 0.1% |
| 443811536 | 1 | < 0.1% |
| 443804570 | 1 | < 0.1% |
| 443797298 | 1 | < 0.1% |
| Other values (101756) | 101756 |
| Value | Count | Frequency (%) |
| 12522 | 1 | |
| 15738 | 1 | |
| 16680 | 1 | |
| 28236 | 1 | |
| 35754 | 1 | |
| 36900 | 1 | |
| 40926 | 1 | |
| 42570 | 1 | |
| 55842 | 1 | |
| 62256 | 1 |
| Value | Count | Frequency (%) |
| 443867222 | 1 | |
| 443857166 | 1 | |
| 443854148 | 1 | |
| 443847782 | 1 | |
| 443847548 | 1 | |
| 443847176 | 1 | |
| 443842778 | 1 | |
| 443842340 | 1 | |
| 443842136 | 1 | |
| 443842070 | 1 |
patient_nbr
Real number (ℝ)
High correlation
| Distinct | 71518 |
|---|---|
| Distinct (%) | 70.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54330401 |
| Minimum | 135 |
|---|---|
| Maximum | 1.8950262 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 135 |
|---|---|
| 5-th percentile | 1456971.8 |
| Q1 | 23413221 |
| median | 45505143 |
| Q3 | 87545950 |
| 95-th percentile | 1.1148027 × 108 |
| Maximum | 1.8950262 × 108 |
| Range | 1.8950248 × 108 |
| Interquartile range (IQR) | 64132729 |
Descriptive statistics
| Standard deviation | 38696359 |
|---|---|
| Coefficient of variation (CV) | 0.71224138 |
| Kurtosis | -0.34737204 |
| Mean | 54330401 |
| Median Absolute Deviation (MAD) | 32950134 |
| Skewness | 0.47128072 |
| Sum | 5.5289876 × 1012 |
| Variance | 1.4974082 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88785891 | 40 | < 0.1% |
| 43140906 | 28 | < 0.1% |
| 88227540 | 23 | < 0.1% |
| 1660293 | 23 | < 0.1% |
| 23199021 | 23 | < 0.1% |
| 84428613 | 22 | < 0.1% |
| 23643405 | 22 | < 0.1% |
| 92709351 | 21 | < 0.1% |
| 37096866 | 20 | < 0.1% |
| 90609804 | 20 | < 0.1% |
| Other values (71508) | 101524 |
| Value | Count | Frequency (%) |
| 135 | 2 | < 0.1% |
| 378 | 1 | < 0.1% |
| 729 | 1 | < 0.1% |
| 774 | 1 | < 0.1% |
| 927 | 1 | < 0.1% |
| 1152 | 5 | |
| 1305 | 1 | < 0.1% |
| 1314 | 3 | |
| 1629 | 1 | < 0.1% |
| 2025 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 189502619 | 1 | |
| 189481478 | 1 | |
| 189445127 | 1 | |
| 189365864 | 1 | |
| 189351095 | 1 | |
| 189349430 | 1 | |
| 189332087 | 1 | |
| 189298877 | 1 | |
| 189257846 | 2 | |
| 189215762 | 1 |
race
Categorical
Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| ? | 2273 |
| Hispanic | 2037 |
| Other | 1506 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 9.8495077 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Caucasian |
|---|---|
| 2nd row | Caucasian |
| 3rd row | AfricanAmerican |
| 4th row | Caucasian |
| 5th row | Caucasian |
Common Values
| Value | Count | Frequency (%) |
| Caucasian | 76099 | |
| AfricanAmerican | 19210 | 18.9% |
| ? | 2273 | 2.2% |
| Hispanic | 2037 | 2.0% |
| Other | 1506 | 1.5% |
| Asian | 641 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| caucasian | 76099 | |
| africanamerican | 19210 | 18.9% |
| 2273 | 2.2% | |
| hispanic | 2037 | 2.0% |
| other | 1506 | 1.5% |
| asian | 641 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 269395 | |
| i | 119234 | |
| n | 117197 | |
| c | 116556 | |
| s | 78777 | 7.9% |
| C | 76099 | 7.6% |
| u | 76099 | 7.6% |
| r | 39926 | 4.0% |
| A | 39061 | 3.9% |
| e | 20716 | 2.1% |
| Other values (8) | 49285 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1002345 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 269395 | |
| i | 119234 | |
| n | 117197 | |
| c | 116556 | |
| s | 78777 | 7.9% |
| C | 76099 | 7.6% |
| u | 76099 | 7.6% |
| r | 39926 | 4.0% |
| A | 39061 | 3.9% |
| e | 20716 | 2.1% |
| Other values (8) | 49285 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1002345 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 269395 | |
| i | 119234 | |
| n | 117197 | |
| c | 116556 | |
| s | 78777 | 7.9% |
| C | 76099 | 7.6% |
| u | 76099 | 7.6% |
| r | 39926 | 4.0% |
| A | 39061 | 3.9% |
| e | 20716 | 2.1% |
| Other values (8) | 49285 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1002345 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 269395 | |
| i | 119234 | |
| n | 117197 | |
| c | 116556 | |
| s | 78777 | 7.9% |
| C | 76099 | 7.6% |
| u | 76099 | 7.6% |
| r | 39926 | 4.0% |
| A | 39061 | 3.9% |
| e | 20716 | 2.1% |
| Other values (8) | 49285 | 4.9% |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| Female | |
|---|---|
| Male | |
| Unknown/Invalid | 3 |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 5.0754967 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 54708 | |
| Male | 47055 | |
| Unknown/Invalid | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 54708 | |
| male | 47055 | |
| unknown/invalid | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 156471 | |
| a | 101766 | |
| l | 101766 | |
| F | 54708 | 10.6% |
| m | 54708 | 10.6% |
| M | 47055 | 9.1% |
| n | 12 | < 0.1% |
| U | 3 | < 0.1% |
| k | 3 | < 0.1% |
| o | 3 | < 0.1% |
| Other values (6) | 18 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 516513 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 156471 | |
| a | 101766 | |
| l | 101766 | |
| F | 54708 | 10.6% |
| m | 54708 | 10.6% |
| M | 47055 | 9.1% |
| n | 12 | < 0.1% |
| U | 3 | < 0.1% |
| k | 3 | < 0.1% |
| o | 3 | < 0.1% |
| Other values (6) | 18 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 516513 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 156471 | |
| a | 101766 | |
| l | 101766 | |
| F | 54708 | 10.6% |
| m | 54708 | 10.6% |
| M | 47055 | 9.1% |
| n | 12 | < 0.1% |
| U | 3 | < 0.1% |
| k | 3 | < 0.1% |
| o | 3 | < 0.1% |
| Other values (6) | 18 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 516513 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 156471 | |
| a | 101766 | |
| l | 101766 | |
| F | 54708 | 10.6% |
| m | 54708 | 10.6% |
| M | 47055 | 9.1% |
| n | 12 | < 0.1% |
| U | 3 | < 0.1% |
| k | 3 | < 0.1% |
| o | 3 | < 0.1% |
| Other values (6) | 18 | < 0.1% |
age
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [50-60) | |
| [80-90) | |
| [40-50) | |
| Other values (5) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0258633 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [0-10) |
|---|---|
| 2nd row | [10-20) |
| 3rd row | [20-30) |
| 4th row | [30-40) |
| 5th row | [40-50) |
Common Values
| Value | Count | Frequency (%) |
| [70-80) | 26068 | |
| [60-70) | 22483 | |
| [50-60) | 17256 | |
| [80-90) | 17197 | |
| [40-50) | 9685 | 9.5% |
| [30-40) | 3775 | 3.7% |
| [90-100) | 2793 | 2.7% |
| [20-30) | 1657 | 1.6% |
| [10-20) | 691 | 0.7% |
| [0-10) | 161 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 70-80 | 26068 | |
| 60-70 | 22483 | |
| 50-60 | 17256 | |
| 80-90 | 17197 | |
| 40-50 | 9685 | 9.5% |
| 30-40 | 3775 | 3.7% |
| 90-100 | 2793 | 2.7% |
| 20-30 | 1657 | 1.6% |
| 10-20 | 691 | 0.7% |
| 0-10 | 161 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 206325 | |
| [ | 101766 | |
| - | 101766 | |
| ) | 101766 | |
| 7 | 48551 | 6.8% |
| 8 | 43265 | 6.1% |
| 6 | 39739 | 5.6% |
| 5 | 26941 | 3.8% |
| 9 | 19990 | 2.8% |
| 4 | 13460 | 1.9% |
| Other values (3) | 11425 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 714994 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206325 | |
| [ | 101766 | |
| - | 101766 | |
| ) | 101766 | |
| 7 | 48551 | 6.8% |
| 8 | 43265 | 6.1% |
| 6 | 39739 | 5.6% |
| 5 | 26941 | 3.8% |
| 9 | 19990 | 2.8% |
| 4 | 13460 | 1.9% |
| Other values (3) | 11425 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 714994 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206325 | |
| [ | 101766 | |
| - | 101766 | |
| ) | 101766 | |
| 7 | 48551 | 6.8% |
| 8 | 43265 | 6.1% |
| 6 | 39739 | 5.6% |
| 5 | 26941 | 3.8% |
| 9 | 19990 | 2.8% |
| 4 | 13460 | 1.9% |
| Other values (3) | 11425 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 714994 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206325 | |
| [ | 101766 | |
| - | 101766 | |
| ) | 101766 | |
| 7 | 48551 | 6.8% |
| 8 | 43265 | 6.1% |
| 6 | 39739 | 5.6% |
| 5 | 26941 | 3.8% |
| 9 | 19990 | 2.8% |
| 4 | 13460 | 1.9% |
| Other values (3) | 11425 | 1.6% |
weight
Categorical
High correlation Imbalance
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| ? | |
|---|---|
| [75-100) | 1336 |
| [50-75) | 897 |
| [100-125) | 625 |
| [125-150) | 145 |
| Other values (5) | 194 |
Length
| Max length | 9 |
|---|---|
| Median length | 1 |
| Mean length | 1.2170961 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 98569 | |
| [75-100) | 1336 | 1.3% |
| [50-75) | 897 | 0.9% |
| [100-125) | 625 | 0.6% |
| [125-150) | 145 | 0.1% |
| [25-50) | 97 | 0.1% |
| [0-25) | 48 | < 0.1% |
| [150-175) | 35 | < 0.1% |
| [175-200) | 11 | < 0.1% |
| >200 | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 98569 | ||
| 75-100 | 1336 | 1.3% |
| 50-75 | 897 | 0.9% |
| 100-125 | 625 | 0.6% |
| 125-150 | 145 | 0.1% |
| 25-50 | 97 | 0.1% |
| 0-25 | 48 | < 0.1% |
| 150-175 | 35 | < 0.1% |
| 175-200 | 11 | < 0.1% |
| 200 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| ? | 98569 | |
| 0 | 5172 | 4.2% |
| 5 | 4368 | 3.5% |
| [ | 3194 | 2.6% |
| ) | 3194 | 2.6% |
| - | 3194 | 2.6% |
| 1 | 2957 | 2.4% |
| 7 | 2279 | 1.8% |
| 2 | 929 | 0.8% |
| > | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 123859 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ? | 98569 | |
| 0 | 5172 | 4.2% |
| 5 | 4368 | 3.5% |
| [ | 3194 | 2.6% |
| ) | 3194 | 2.6% |
| - | 3194 | 2.6% |
| 1 | 2957 | 2.4% |
| 7 | 2279 | 1.8% |
| 2 | 929 | 0.8% |
| > | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 123859 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ? | 98569 | |
| 0 | 5172 | 4.2% |
| 5 | 4368 | 3.5% |
| [ | 3194 | 2.6% |
| ) | 3194 | 2.6% |
| - | 3194 | 2.6% |
| 1 | 2957 | 2.4% |
| 7 | 2279 | 1.8% |
| 2 | 929 | 0.8% |
| > | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 123859 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ? | 98569 | |
| 0 | 5172 | 4.2% |
| 5 | 4368 | 3.5% |
| [ | 3194 | 2.6% |
| ) | 3194 | 2.6% |
| - | 3194 | 2.6% |
| 1 | 2957 | 2.4% |
| 7 | 2279 | 1.8% |
| 2 | 929 | 0.8% |
| > | 3 | < 0.1% |
admission_type_id
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0240061 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4454028 |
|---|---|
| Coefficient of variation (CV) | 0.7141297 |
| Kurtosis | 1.9424761 |
| Mean | 2.0240061 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5919843 |
| Sum | 205975 |
| Variance | 2.0891893 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 3 | 18869 | 18.5% |
| 2 | 18480 | 18.2% |
| 6 | 5291 | 5.2% |
| 5 | 4785 | 4.7% |
| 8 | 320 | 0.3% |
| 7 | 21 | < 0.1% |
| 4 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 2 | 18480 | 18.2% |
| 3 | 18869 | 18.5% |
| 4 | 10 | < 0.1% |
| 5 | 4785 | 4.7% |
| 6 | 5291 | 5.2% |
| 7 | 21 | < 0.1% |
| 8 | 320 | 0.3% |
| Value | Count | Frequency (%) |
| 8 | 320 | 0.3% |
| 7 | 21 | < 0.1% |
| 6 | 5291 | 5.2% |
| 5 | 4785 | 4.7% |
| 4 | 10 | < 0.1% |
| 3 | 18869 | 18.5% |
| 2 | 18480 | 18.2% |
| 1 | 53990 |
discharge_disposition_id
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7156418 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 5.2801655 |
|---|---|
| Coefficient of variation (CV) | 1.4210642 |
| Kurtosis | 6.0033468 |
| Mean | 3.7156418 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.563067 |
| Sum | 378126 |
| Variance | 27.880148 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1 | 60234 | |
| 3 | 13954 | 13.7% |
| 6 | 12902 | 12.7% |
| 18 | 3691 | 3.6% |
| 2 | 2128 | 2.1% |
| 22 | 1993 | 2.0% |
| 11 | 1642 | 1.6% |
| 5 | 1184 | 1.2% |
| 25 | 989 | 1.0% |
| 4 | 815 | 0.8% |
| Other values (16) | 2234 | 2.2% |
| Value | Count | Frequency (%) |
| 1 | 60234 | |
| 2 | 2128 | 2.1% |
| 3 | 13954 | 13.7% |
| 4 | 815 | 0.8% |
| 5 | 1184 | 1.2% |
| 6 | 12902 | 12.7% |
| 7 | 623 | 0.6% |
| 8 | 108 | 0.1% |
| 9 | 21 | < 0.1% |
| 10 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 28 | 139 | 0.1% |
| 27 | 5 | < 0.1% |
| 25 | 989 | 1.0% |
| 24 | 48 | < 0.1% |
| 23 | 412 | 0.4% |
| 22 | 1993 | |
| 20 | 2 | < 0.1% |
| 19 | 8 | < 0.1% |
| 18 | 3691 | |
| 17 | 14 | < 0.1% |
admission_source_id
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7544366 |
| Minimum | 1 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 25 |
| Range | 24 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.0640808 |
|---|---|
| Coefficient of variation (CV) | 0.70625173 |
| Kurtosis | 1.7449894 |
| Mean | 5.7544366 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0299349 |
| Sum | 585606 |
| Variance | 16.516753 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 7 | 57494 | |
| 1 | 29565 | |
| 17 | 6781 | 6.7% |
| 4 | 3187 | 3.1% |
| 6 | 2264 | 2.2% |
| 2 | 1104 | 1.1% |
| 5 | 855 | 0.8% |
| 3 | 187 | 0.2% |
| 20 | 161 | 0.2% |
| 9 | 125 | 0.1% |
| Other values (7) | 43 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 29565 | |
| 2 | 1104 | 1.1% |
| 3 | 187 | 0.2% |
| 4 | 3187 | 3.1% |
| 5 | 855 | 0.8% |
| 6 | 2264 | 2.2% |
| 7 | 57494 | |
| 8 | 16 | < 0.1% |
| 9 | 125 | 0.1% |
| 10 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 25 | 2 | < 0.1% |
| 22 | 12 | < 0.1% |
| 20 | 161 | 0.2% |
| 17 | 6781 | |
| 14 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 8 | < 0.1% |
| 9 | 125 | 0.1% |
| 8 | 16 | < 0.1% |
time_in_hospital
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3959869 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9851078 |
|---|---|
| Coefficient of variation (CV) | 0.67905293 |
| Kurtosis | 0.85025084 |
| Mean | 4.3959869 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.1339987 |
| Sum | 447362 |
| Variance | 8.9108684 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 17756 | |
| 2 | 17224 | |
| 1 | 14208 | |
| 4 | 13924 | |
| 5 | 9966 | |
| 6 | 7539 | |
| 7 | 5859 | 5.8% |
| 8 | 4391 | 4.3% |
| 9 | 3002 | 2.9% |
| 10 | 2342 | 2.3% |
| Other values (4) | 5555 | 5.5% |
| Value | Count | Frequency (%) |
| 1 | 14208 | |
| 2 | 17224 | |
| 3 | 17756 | |
| 4 | 13924 | |
| 5 | 9966 | |
| 6 | 7539 | |
| 7 | 5859 | 5.8% |
| 8 | 4391 | 4.3% |
| 9 | 3002 | 2.9% |
| 10 | 2342 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 1042 | 1.0% |
| 13 | 1210 | 1.2% |
| 12 | 1448 | 1.4% |
| 11 | 1855 | 1.8% |
| 10 | 2342 | 2.3% |
| 9 | 3002 | 2.9% |
| 8 | 4391 | |
| 7 | 5859 | |
| 6 | 7539 | |
| 5 | 9966 |
payer_code
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| ? | |
|---|---|
| MC | |
| HM | |
| SP | |
| BC | |
| Other values (13) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.6044258 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 40256 | |
| MC | 32439 | |
| HM | 6274 | 6.2% |
| SP | 5007 | 4.9% |
| BC | 4655 | 4.6% |
| MD | 3532 | 3.5% |
| CP | 2533 | 2.5% |
| UN | 2448 | 2.4% |
| CM | 1937 | 1.9% |
| OG | 1033 | 1.0% |
| Other values (8) | 1652 | 1.6% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 40256 | ||
| mc | 32439 | |
| hm | 6274 | 6.2% |
| sp | 5007 | 4.9% |
| bc | 4655 | 4.6% |
| md | 3532 | 3.5% |
| cp | 2533 | 2.5% |
| un | 2448 | 2.4% |
| cm | 1937 | 1.9% |
| og | 1033 | 1.0% |
| Other values (8) | 1652 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 44810 | |
| C | 41845 | |
| ? | 40256 | |
| P | 8211 | 5.0% |
| H | 6420 | 3.9% |
| S | 5062 | 3.1% |
| B | 4655 | 2.9% |
| D | 4081 | 2.5% |
| U | 2448 | 1.5% |
| N | 2448 | 1.5% |
| Other values (7) | 3040 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 163276 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 44810 | |
| C | 41845 | |
| ? | 40256 | |
| P | 8211 | 5.0% |
| H | 6420 | 3.9% |
| S | 5062 | 3.1% |
| B | 4655 | 2.9% |
| D | 4081 | 2.5% |
| U | 2448 | 1.5% |
| N | 2448 | 1.5% |
| Other values (7) | 3040 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 163276 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 44810 | |
| C | 41845 | |
| ? | 40256 | |
| P | 8211 | 5.0% |
| H | 6420 | 3.9% |
| S | 5062 | 3.1% |
| B | 4655 | 2.9% |
| D | 4081 | 2.5% |
| U | 2448 | 1.5% |
| N | 2448 | 1.5% |
| Other values (7) | 3040 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 163276 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 44810 | |
| C | 41845 | |
| ? | 40256 | |
| P | 8211 | 5.0% |
| H | 6420 | 3.9% |
| S | 5062 | 3.1% |
| B | 4655 | 2.9% |
| D | 4081 | 2.5% |
| U | 2448 | 1.5% |
| N | 2448 | 1.5% |
| Other values (7) | 3040 | 1.9% |
medical_specialty
Text
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
Length
| Max length | 36 |
|---|---|
| Median length | 33 |
| Mean length | 8.6126702 |
| Min length | 1 |
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Pediatrics-Endocrinology |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
| Value | Count | Frequency (%) |
| 49949 | ||
| internalmedicine | 14635 | 14.4% |
| emergency/trauma | 7565 | 7.4% |
| family/generalpractice | 7440 | 7.3% |
| cardiology | 5352 | 5.3% |
| surgery-general | 3099 | 3.0% |
| nephrology | 1613 | 1.6% |
| orthopedics | 1400 | 1.4% |
| orthopedics-reconstructive | 1233 | 1.2% |
| radiologist | 1140 | 1.1% |
| Other values (63) | 8340 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 105151 | 12.0% |
| r | 76899 | 8.8% |
| a | 71149 | 8.1% |
| n | 68798 | 7.8% |
| i | 63308 | 7.2% |
| c | 50007 | 5.7% |
| ? | 49949 | 5.7% |
| l | 48871 | 5.6% |
| y | 34937 | 4.0% |
| t | 34149 | 3.9% |
| Other values (34) | 273259 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 876477 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 105151 | 12.0% |
| r | 76899 | 8.8% |
| a | 71149 | 8.1% |
| n | 68798 | 7.8% |
| i | 63308 | 7.2% |
| c | 50007 | 5.7% |
| ? | 49949 | 5.7% |
| l | 48871 | 5.6% |
| y | 34937 | 4.0% |
| t | 34149 | 3.9% |
| Other values (34) | 273259 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 876477 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 105151 | 12.0% |
| r | 76899 | 8.8% |
| a | 71149 | 8.1% |
| n | 68798 | 7.8% |
| i | 63308 | 7.2% |
| c | 50007 | 5.7% |
| ? | 49949 | 5.7% |
| l | 48871 | 5.6% |
| y | 34937 | 4.0% |
| t | 34149 | 3.9% |
| Other values (34) | 273259 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 876477 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 105151 | 12.0% |
| r | 76899 | 8.8% |
| a | 71149 | 8.1% |
| n | 68798 | 7.8% |
| i | 63308 | 7.2% |
| c | 50007 | 5.7% |
| ? | 49949 | 5.7% |
| l | 48871 | 5.6% |
| y | 34937 | 4.0% |
| t | 34149 | 3.9% |
| Other values (34) | 273259 |
num_lab_procedures
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.095641 |
| Minimum | 1 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.674362 |
|---|---|
| Coefficient of variation (CV) | 0.45652789 |
| Kurtosis | -0.24507352 |
| Mean | 43.095641 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.23654392 |
| Sum | 4385671 |
| Variance | 387.08053 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 3208 | 3.2% |
| 43 | 2804 | 2.8% |
| 44 | 2496 | 2.5% |
| 45 | 2376 | 2.3% |
| 38 | 2213 | 2.2% |
| 40 | 2201 | 2.2% |
| 46 | 2189 | 2.2% |
| 41 | 2117 | 2.1% |
| 42 | 2113 | 2.1% |
| 47 | 2106 | 2.1% |
| Other values (108) | 77943 |
| Value | Count | Frequency (%) |
| 1 | 3208 | |
| 2 | 1101 | 1.1% |
| 3 | 668 | 0.7% |
| 4 | 378 | 0.4% |
| 5 | 286 | 0.3% |
| 6 | 282 | 0.3% |
| 7 | 323 | 0.3% |
| 8 | 366 | 0.4% |
| 9 | 933 | 0.9% |
| 10 | 838 | 0.8% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 129 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 120 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 114 | 2 | |
| 113 | 3 | |
| 111 | 3 | |
| 109 | 4 |
num_procedures
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3397304 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 46652 |
| Zeros (%) | 45.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.705807 |
|---|---|
| Coefficient of variation (CV) | 1.2732465 |
| Kurtosis | 0.8571103 |
| Mean | 1.3397304 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3164148 |
| Sum | 136339 |
| Variance | 2.9097775 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 46652 | |
| 1 | 20742 | |
| 2 | 12717 | 12.5% |
| 3 | 9443 | 9.3% |
| 6 | 4954 | 4.9% |
| 4 | 4180 | 4.1% |
| 5 | 3078 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 46652 | |
| 1 | 20742 | |
| 2 | 12717 | 12.5% |
| 3 | 9443 | 9.3% |
| 4 | 4180 | 4.1% |
| 5 | 3078 | 3.0% |
| 6 | 4954 | 4.9% |
| Value | Count | Frequency (%) |
| 6 | 4954 | 4.9% |
| 5 | 3078 | 3.0% |
| 4 | 4180 | 4.1% |
| 3 | 9443 | 9.3% |
| 2 | 12717 | 12.5% |
| 1 | 20742 | |
| 0 | 46652 |
num_medications
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.021844 |
| Minimum | 1 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.1275662 |
|---|---|
| Coefficient of variation (CV) | 0.50728032 |
| Kurtosis | 3.4681549 |
| Mean | 16.021844 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.3266721 |
| Sum | 1630479 |
| Variance | 66.057332 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 6086 | 6.0% |
| 12 | 6004 | 5.9% |
| 11 | 5795 | 5.7% |
| 15 | 5792 | 5.7% |
| 14 | 5707 | 5.6% |
| 16 | 5430 | 5.3% |
| 10 | 5346 | 5.3% |
| 17 | 4919 | 4.8% |
| 9 | 4913 | 4.8% |
| 18 | 4523 | 4.4% |
| Other values (65) | 47251 |
| Value | Count | Frequency (%) |
| 1 | 262 | 0.3% |
| 2 | 470 | 0.5% |
| 3 | 900 | 0.9% |
| 4 | 1417 | 1.4% |
| 5 | 2017 | 2.0% |
| 6 | 2699 | |
| 7 | 3484 | |
| 8 | 4353 | |
| 9 | 4913 | |
| 10 | 5346 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 3 | |
| 70 | 2 | < 0.1% |
| 69 | 5 | |
| 68 | 7 | |
| 67 | 7 | |
| 66 | 5 |
number_outpatient
Real number (ℝ)
Zeros
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36935715 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 85027 |
| Zeros (%) | 83.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2672651 |
|---|---|
| Coefficient of variation (CV) | 3.4310019 |
| Kurtosis | 147.90774 |
| Mean | 0.36935715 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.8329589 |
| Sum | 37588 |
| Variance | 1.6059608 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 0 | 85027 | |
| 1 | 8547 | 8.4% |
| 2 | 3594 | 3.5% |
| 3 | 2042 | 2.0% |
| 4 | 1099 | 1.1% |
| 5 | 533 | 0.5% |
| 6 | 303 | 0.3% |
| 7 | 155 | 0.2% |
| 8 | 98 | 0.1% |
| 9 | 83 | 0.1% |
| Other values (29) | 285 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 85027 | |
| 1 | 8547 | 8.4% |
| 2 | 3594 | 3.5% |
| 3 | 2042 | 2.0% |
| 4 | 1099 | 1.1% |
| 5 | 533 | 0.5% |
| 6 | 303 | 0.3% |
| 7 | 155 | 0.2% |
| 8 | 98 | 0.1% |
| 9 | 83 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 36 | 2 | |
| 35 | 2 | |
| 34 | 1 | |
| 33 | 2 | |
| 29 | 2 |
number_emergency
Real number (ℝ)
Skewed Zeros
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19783621 |
| Minimum | 0 |
|---|---|
| Maximum | 76 |
| Zeros | 90383 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.93047227 |
|---|---|
| Coefficient of variation (CV) | 4.7032455 |
| Kurtosis | 1191.6867 |
| Mean | 0.19783621 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.855582 |
| Sum | 20133 |
| Variance | 0.86577864 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 90383 | |
| 1 | 7677 | 7.5% |
| 2 | 2042 | 2.0% |
| 3 | 725 | 0.7% |
| 4 | 374 | 0.4% |
| 5 | 192 | 0.2% |
| 6 | 94 | 0.1% |
| 7 | 73 | 0.1% |
| 8 | 50 | < 0.1% |
| 10 | 34 | < 0.1% |
| Other values (23) | 122 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 90383 | |
| 1 | 7677 | 7.5% |
| 2 | 2042 | 2.0% |
| 3 | 725 | 0.7% |
| 4 | 374 | 0.4% |
| 5 | 192 | 0.2% |
| 6 | 94 | 0.1% |
| 7 | 73 | 0.1% |
| 8 | 50 | < 0.1% |
| 9 | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| 76 | 1 | |
| 64 | 1 | |
| 63 | 1 | |
| 54 | 1 | |
| 46 | 1 | |
| 42 | 1 | |
| 37 | 1 | |
| 29 | 1 | |
| 28 | 1 | |
| 25 | 2 |
number_inpatient
Real number (ℝ)
Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63556591 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 67630 |
| Zeros (%) | 66.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2628633 |
|---|---|
| Coefficient of variation (CV) | 1.9869903 |
| Kurtosis | 20.719397 |
| Mean | 0.63556591 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.614139 |
| Sum | 64679 |
| Variance | 1.5948237 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 3 | 3411 | 3.4% |
| 4 | 1622 | 1.6% |
| 5 | 812 | 0.8% |
| 6 | 480 | 0.5% |
| 7 | 268 | 0.3% |
| 8 | 151 | 0.1% |
| 9 | 111 | 0.1% |
| Other values (11) | 194 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 3 | 3411 | 3.4% |
| 4 | 1622 | 1.6% |
| 5 | 812 | 0.8% |
| 6 | 480 | 0.5% |
| 7 | 268 | 0.3% |
| 8 | 151 | 0.1% |
| 9 | 111 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 6 | < 0.1% |
| 15 | 9 | < 0.1% |
| 14 | 10 | < 0.1% |
| 13 | 20 | |
| 12 | 34 | |
| 11 | 49 |
diag_1
Text
| Distinct | 717 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1752157 |
| Min length | 1 |
Unique
| Unique | 82 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 250.83 |
|---|---|
| 2nd row | 276 |
| 3rd row | 648 |
| 4th row | 8 |
| 5th row | 197 |
| Value | Count | Frequency (%) |
| 428 | 6862 | 6.7% |
| 414 | 6581 | 6.5% |
| 786 | 4016 | 3.9% |
| 410 | 3614 | 3.6% |
| 486 | 3508 | 3.4% |
| 427 | 2766 | 2.7% |
| 491 | 2275 | 2.2% |
| 715 | 2151 | 2.1% |
| 682 | 2042 | 2.0% |
| 434 | 2028 | 2.0% |
| Other values (707) | 65923 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 55457 | |
| 2 | 39876 | |
| 8 | 37949 | |
| 5 | 37131 | |
| 7 | 28668 | |
| 1 | 28106 | |
| 0 | 24960 | |
| 6 | 23198 | |
| 9 | 19978 | 6.2% |
| 3 | 17618 | 5.5% |
| Other values (4) | 10188 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 323129 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 55457 | |
| 2 | 39876 | |
| 8 | 37949 | |
| 5 | 37131 | |
| 7 | 28668 | |
| 1 | 28106 | |
| 0 | 24960 | |
| 6 | 23198 | |
| 9 | 19978 | 6.2% |
| 3 | 17618 | 5.5% |
| Other values (4) | 10188 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 323129 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 55457 | |
| 2 | 39876 | |
| 8 | 37949 | |
| 5 | 37131 | |
| 7 | 28668 | |
| 1 | 28106 | |
| 0 | 24960 | |
| 6 | 23198 | |
| 9 | 19978 | 6.2% |
| 3 | 17618 | 5.5% |
| Other values (4) | 10188 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 323129 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 55457 | |
| 2 | 39876 | |
| 8 | 37949 | |
| 5 | 37131 | |
| 7 | 28668 | |
| 1 | 28106 | |
| 0 | 24960 | |
| 6 | 23198 | |
| 9 | 19978 | 6.2% |
| 3 | 17618 | 5.5% |
| Other values (4) | 10188 | 3.2% |
diag_2
Text
| Distinct | 749 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.166195 |
| Min length | 1 |
Unique
| Unique | 124 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | 250.01 |
| 3rd row | 250 |
| 4th row | 250.43 |
| 5th row | 157 |
| Value | Count | Frequency (%) |
| 276 | 6752 | 6.6% |
| 428 | 6662 | 6.5% |
| 250 | 6071 | 6.0% |
| 427 | 5036 | 4.9% |
| 401 | 3736 | 3.7% |
| 496 | 3305 | 3.2% |
| 599 | 3288 | 3.2% |
| 403 | 2823 | 2.8% |
| 414 | 2650 | 2.6% |
| 411 | 2566 | 2.5% |
| Other values (739) | 58877 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 51155 | |
| 2 | 49765 | |
| 5 | 38176 | |
| 0 | 34046 | |
| 8 | 28711 | |
| 7 | 28654 | |
| 1 | 26158 | |
| 9 | 21842 | |
| 6 | 19990 | 6.2% |
| 3 | 14097 | 4.4% |
| Other values (4) | 9617 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 322211 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 51155 | |
| 2 | 49765 | |
| 5 | 38176 | |
| 0 | 34046 | |
| 8 | 28711 | |
| 7 | 28654 | |
| 1 | 26158 | |
| 9 | 21842 | |
| 6 | 19990 | 6.2% |
| 3 | 14097 | 4.4% |
| Other values (4) | 9617 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 322211 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 51155 | |
| 2 | 49765 | |
| 5 | 38176 | |
| 0 | 34046 | |
| 8 | 28711 | |
| 7 | 28654 | |
| 1 | 26158 | |
| 9 | 21842 | |
| 6 | 19990 | 6.2% |
| 3 | 14097 | 4.4% |
| Other values (4) | 9617 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 322211 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 51155 | |
| 2 | 49765 | |
| 5 | 38176 | |
| 0 | 34046 | |
| 8 | 28711 | |
| 7 | 28654 | |
| 1 | 26158 | |
| 9 | 21842 | |
| 6 | 19990 | 6.2% |
| 3 | 14097 | 4.4% |
| Other values (4) | 9617 | 3.0% |
diag_3
Text
| Distinct | 790 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1116581 |
| Min length | 1 |
Unique
| Unique | 122 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | 255 |
| 3rd row | V27 |
| 4th row | 403 |
| 5th row | 250 |
| Value | Count | Frequency (%) |
| 250 | 11555 | 11.4% |
| 401 | 8289 | 8.1% |
| 276 | 5175 | 5.1% |
| 428 | 4577 | 4.5% |
| 427 | 3955 | 3.9% |
| 414 | 3664 | 3.6% |
| 496 | 2605 | 2.6% |
| 403 | 2357 | 2.3% |
| 585 | 1992 | 2.0% |
| 272 | 1969 | 1.9% |
| Other values (780) | 55628 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 51244 | |
| 4 | 49252 | |
| 5 | 41260 | |
| 0 | 39711 | |
| 7 | 26504 | |
| 1 | 24684 | |
| 8 | 23825 | |
| 9 | 17323 | 5.5% |
| 6 | 16441 | 5.2% |
| 3 | 14333 | 4.5% |
| Other values (4) | 12084 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 316661 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 51244 | |
| 4 | 49252 | |
| 5 | 41260 | |
| 0 | 39711 | |
| 7 | 26504 | |
| 1 | 24684 | |
| 8 | 23825 | |
| 9 | 17323 | 5.5% |
| 6 | 16441 | 5.2% |
| 3 | 14333 | 4.5% |
| Other values (4) | 12084 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 316661 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 51244 | |
| 4 | 49252 | |
| 5 | 41260 | |
| 0 | 39711 | |
| 7 | 26504 | |
| 1 | 24684 | |
| 8 | 23825 | |
| 9 | 17323 | 5.5% |
| 6 | 16441 | 5.2% |
| 3 | 14333 | 4.5% |
| Other values (4) | 12084 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 316661 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 51244 | |
| 4 | 49252 | |
| 5 | 41260 | |
| 0 | 39711 | |
| 7 | 26504 | |
| 1 | 24684 | |
| 8 | 23825 | |
| 9 | 17323 | 5.5% |
| 6 | 16441 | 5.2% |
| 3 | 14333 | 4.5% |
| Other values (4) | 12084 | 3.8% |
number_diagnoses
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4226068 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 795.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9336001 |
|---|---|
| Coefficient of variation (CV) | 0.26050149 |
| Kurtosis | -0.079056024 |
| Mean | 7.4226068 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.87674624 |
| Sum | 755369 |
| Variance | 3.7388095 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 9 | 49474 | |
| 5 | 11393 | 11.2% |
| 8 | 10616 | 10.4% |
| 7 | 10393 | 10.2% |
| 6 | 10161 | 10.0% |
| 4 | 5537 | 5.4% |
| 3 | 2835 | 2.8% |
| 2 | 1023 | 1.0% |
| 1 | 219 | 0.2% |
| 16 | 45 | < 0.1% |
| Other values (6) | 70 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 219 | 0.2% |
| 2 | 1023 | 1.0% |
| 3 | 2835 | 2.8% |
| 4 | 5537 | 5.4% |
| 5 | 11393 | 11.2% |
| 6 | 10161 | 10.0% |
| 7 | 10393 | 10.2% |
| 8 | 10616 | 10.4% |
| 9 | 49474 | |
| 10 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 45 | < 0.1% |
| 15 | 10 | < 0.1% |
| 14 | 7 | < 0.1% |
| 13 | 16 | < 0.1% |
| 12 | 9 | < 0.1% |
| 11 | 11 | < 0.1% |
| 10 | 17 | < 0.1% |
| 9 | 49474 | |
| 8 | 10616 | 10.4% |
| 7 | 10393 | 10.2% |
max_glu_serum
Categorical
High correlation Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 96420 |
| Missing (%) | 94.7% |
| Memory size | 795.2 KiB |
| Norm | |
|---|---|
| >200 | |
| >300 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >300 |
|---|---|
| 2nd row | >300 |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 2597 | 2.6% |
| >200 | 1485 | 1.5% |
| >300 | 1264 | 1.2% |
| (Missing) | 96420 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 2597 | |
| 200 | 1485 | |
| 300 | 1264 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5498 | |
| > | 2749 | |
| N | 2597 | |
| o | 2597 | |
| m | 2597 | |
| r | 2597 | |
| 2 | 1485 | 6.9% |
| 3 | 1264 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21384 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5498 | |
| > | 2749 | |
| N | 2597 | |
| o | 2597 | |
| m | 2597 | |
| r | 2597 | |
| 2 | 1485 | 6.9% |
| 3 | 1264 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21384 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5498 | |
| > | 2749 | |
| N | 2597 | |
| o | 2597 | |
| m | 2597 | |
| r | 2597 | |
| 2 | 1485 | 6.9% |
| 3 | 1264 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21384 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5498 | |
| > | 2749 | |
| N | 2597 | |
| o | 2597 | |
| m | 2597 | |
| r | 2597 | |
| 2 | 1485 | 6.9% |
| 3 | 1264 | 5.9% |
A1Cresult
Categorical
High correlation Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 84748 |
| Missing (%) | 83.3% |
| Memory size | 795.2 KiB |
| >8 | |
|---|---|
| Norm | |
| >7 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.5864379 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >7 |
|---|---|
| 2nd row | >7 |
| 3rd row | >8 |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| >8 | 8216 | 8.1% |
| Norm | 4990 | 4.9% |
| >7 | 3812 | 3.7% |
| (Missing) | 84748 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 8216 | |
| norm | 4990 | |
| 7 | 3812 |
Most occurring characters
| Value | Count | Frequency (%) |
| > | 12028 | |
| 8 | 8216 | |
| N | 4990 | |
| o | 4990 | |
| r | 4990 | |
| m | 4990 | |
| 7 | 3812 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| > | 12028 | |
| 8 | 8216 | |
| N | 4990 | |
| o | 4990 | |
| r | 4990 | |
| m | 4990 | |
| 7 | 3812 | 8.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| > | 12028 | |
| 8 | 8216 | |
| N | 4990 | |
| o | 4990 | |
| r | 4990 | |
| m | 4990 | |
| 7 | 3812 | 8.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| > | 12028 | |
| 8 | 8216 | |
| N | 4990 | |
| o | 4990 | |
| r | 4990 | |
| m | 4990 | |
| 7 | 3812 | 8.7% |
metformin
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | |
| Up | 1067 |
| Down | 575 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.7324057 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 81778 | |
| Steady | 18346 | 18.0% |
| Up | 1067 | 1.0% |
| Down | 575 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 81778 | |
| steady | 18346 | 18.0% |
| up | 1067 | 1.0% |
| down | 575 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 82353 | |
| N | 81778 | |
| S | 18346 | 6.6% |
| t | 18346 | 6.6% |
| e | 18346 | 6.6% |
| a | 18346 | 6.6% |
| d | 18346 | 6.6% |
| y | 18346 | 6.6% |
| U | 1067 | 0.4% |
| p | 1067 | 0.4% |
| Other values (3) | 1725 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 278066 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 82353 | |
| N | 81778 | |
| S | 18346 | 6.6% |
| t | 18346 | 6.6% |
| e | 18346 | 6.6% |
| a | 18346 | 6.6% |
| d | 18346 | 6.6% |
| y | 18346 | 6.6% |
| U | 1067 | 0.4% |
| p | 1067 | 0.4% |
| Other values (3) | 1725 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 278066 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 82353 | |
| N | 81778 | |
| S | 18346 | 6.6% |
| t | 18346 | 6.6% |
| e | 18346 | 6.6% |
| a | 18346 | 6.6% |
| d | 18346 | 6.6% |
| y | 18346 | 6.6% |
| U | 1067 | 0.4% |
| p | 1067 | 0.4% |
| Other values (3) | 1725 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 278066 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 82353 | |
| N | 81778 | |
| S | 18346 | 6.6% |
| t | 18346 | 6.6% |
| e | 18346 | 6.6% |
| a | 18346 | 6.6% |
| d | 18346 | 6.6% |
| y | 18346 | 6.6% |
| U | 1067 | 0.4% |
| p | 1067 | 0.4% |
| Other values (3) | 1725 | 0.6% |
repaglinide
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 1384 |
| Up | 110 |
| Down | 45 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0552837 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 100227 | |
| Steady | 1384 | 1.4% |
| Up | 110 | 0.1% |
| Down | 45 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 100227 | |
| steady | 1384 | 1.4% |
| up | 110 | 0.1% |
| down | 45 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 100272 | |
| N | 100227 | |
| S | 1384 | 0.7% |
| t | 1384 | 0.7% |
| e | 1384 | 0.7% |
| a | 1384 | 0.7% |
| d | 1384 | 0.7% |
| y | 1384 | 0.7% |
| U | 110 | 0.1% |
| p | 110 | 0.1% |
| Other values (3) | 135 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 209158 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 100272 | |
| N | 100227 | |
| S | 1384 | 0.7% |
| t | 1384 | 0.7% |
| e | 1384 | 0.7% |
| a | 1384 | 0.7% |
| d | 1384 | 0.7% |
| y | 1384 | 0.7% |
| U | 110 | 0.1% |
| p | 110 | 0.1% |
| Other values (3) | 135 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 209158 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 100272 | |
| N | 100227 | |
| S | 1384 | 0.7% |
| t | 1384 | 0.7% |
| e | 1384 | 0.7% |
| a | 1384 | 0.7% |
| d | 1384 | 0.7% |
| y | 1384 | 0.7% |
| U | 110 | 0.1% |
| p | 110 | 0.1% |
| Other values (3) | 135 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 209158 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 100272 | |
| N | 100227 | |
| S | 1384 | 0.7% |
| t | 1384 | 0.7% |
| e | 1384 | 0.7% |
| a | 1384 | 0.7% |
| d | 1384 | 0.7% |
| y | 1384 | 0.7% |
| U | 110 | 0.1% |
| p | 110 | 0.1% |
| Other values (3) | 135 | 0.1% |
nateglinide
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 668 |
| Up | 24 |
| Down | 11 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0264725 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101063 | |
| Steady | 668 | 0.7% |
| Up | 24 | < 0.1% |
| Down | 11 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101063 | |
| steady | 668 | 0.7% |
| up | 24 | < 0.1% |
| down | 11 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 101074 | |
| N | 101063 | |
| S | 668 | 0.3% |
| t | 668 | 0.3% |
| e | 668 | 0.3% |
| a | 668 | 0.3% |
| d | 668 | 0.3% |
| y | 668 | 0.3% |
| U | 24 | < 0.1% |
| p | 24 | < 0.1% |
| Other values (3) | 33 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 206226 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 101074 | |
| N | 101063 | |
| S | 668 | 0.3% |
| t | 668 | 0.3% |
| e | 668 | 0.3% |
| a | 668 | 0.3% |
| d | 668 | 0.3% |
| y | 668 | 0.3% |
| U | 24 | < 0.1% |
| p | 24 | < 0.1% |
| Other values (3) | 33 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 206226 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 101074 | |
| N | 101063 | |
| S | 668 | 0.3% |
| t | 668 | 0.3% |
| e | 668 | 0.3% |
| a | 668 | 0.3% |
| d | 668 | 0.3% |
| y | 668 | 0.3% |
| U | 24 | < 0.1% |
| p | 24 | < 0.1% |
| Other values (3) | 33 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 206226 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 101074 | |
| N | 101063 | |
| S | 668 | 0.3% |
| t | 668 | 0.3% |
| e | 668 | 0.3% |
| a | 668 | 0.3% |
| d | 668 | 0.3% |
| y | 668 | 0.3% |
| U | 24 | < 0.1% |
| p | 24 | < 0.1% |
| Other values (3) | 33 | < 0.1% |
chlorpropamide
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 79 |
| Up | 6 |
| Down | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0031248 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101680 | |
| Steady | 79 | 0.1% |
| Up | 6 | < 0.1% |
| Down | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101680 | |
| steady | 79 | 0.1% |
| up | 6 | < 0.1% |
| down | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 101681 | |
| N | 101680 | |
| S | 79 | < 0.1% |
| t | 79 | < 0.1% |
| e | 79 | < 0.1% |
| a | 79 | < 0.1% |
| d | 79 | < 0.1% |
| y | 79 | < 0.1% |
| U | 6 | < 0.1% |
| p | 6 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203850 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 101681 | |
| N | 101680 | |
| S | 79 | < 0.1% |
| t | 79 | < 0.1% |
| e | 79 | < 0.1% |
| a | 79 | < 0.1% |
| d | 79 | < 0.1% |
| y | 79 | < 0.1% |
| U | 6 | < 0.1% |
| p | 6 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203850 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 101681 | |
| N | 101680 | |
| S | 79 | < 0.1% |
| t | 79 | < 0.1% |
| e | 79 | < 0.1% |
| a | 79 | < 0.1% |
| d | 79 | < 0.1% |
| y | 79 | < 0.1% |
| U | 6 | < 0.1% |
| p | 6 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203850 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 101681 | |
| N | 101680 | |
| S | 79 | < 0.1% |
| t | 79 | < 0.1% |
| e | 79 | < 0.1% |
| a | 79 | < 0.1% |
| d | 79 | < 0.1% |
| y | 79 | < 0.1% |
| U | 6 | < 0.1% |
| p | 6 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
glimepiride
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 4670 |
| Up | 327 |
| Down | 194 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.187371 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 96575 | |
| Steady | 4670 | 4.6% |
| Up | 327 | 0.3% |
| Down | 194 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 96575 | |
| steady | 4670 | 4.6% |
| up | 327 | 0.3% |
| down | 194 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 96769 | |
| N | 96575 | |
| S | 4670 | 2.1% |
| t | 4670 | 2.1% |
| e | 4670 | 2.1% |
| a | 4670 | 2.1% |
| d | 4670 | 2.1% |
| y | 4670 | 2.1% |
| U | 327 | 0.1% |
| p | 327 | 0.1% |
| Other values (3) | 582 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 222600 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 96769 | |
| N | 96575 | |
| S | 4670 | 2.1% |
| t | 4670 | 2.1% |
| e | 4670 | 2.1% |
| a | 4670 | 2.1% |
| d | 4670 | 2.1% |
| y | 4670 | 2.1% |
| U | 327 | 0.1% |
| p | 327 | 0.1% |
| Other values (3) | 582 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 222600 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 96769 | |
| N | 96575 | |
| S | 4670 | 2.1% |
| t | 4670 | 2.1% |
| e | 4670 | 2.1% |
| a | 4670 | 2.1% |
| d | 4670 | 2.1% |
| y | 4670 | 2.1% |
| U | 327 | 0.1% |
| p | 327 | 0.1% |
| Other values (3) | 582 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 222600 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 96769 | |
| N | 96575 | |
| S | 4670 | 2.1% |
| t | 4670 | 2.1% |
| e | 4670 | 2.1% |
| a | 4670 | 2.1% |
| d | 4670 | 2.1% |
| y | 4670 | 2.1% |
| U | 327 | 0.1% |
| p | 327 | 0.1% |
| Other values (3) | 582 | 0.3% |
acetohexamide
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0000393 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101765 | |
| Steady | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101765 | |
| steady | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
glipizide
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | |
| Up | 770 |
| Down | 560 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.457363 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Steady |
| 4th row | No |
| 5th row | Steady |
Common Values
| Value | Count | Frequency (%) |
| No | 89080 | |
| Steady | 11356 | 11.2% |
| Up | 770 | 0.8% |
| Down | 560 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 89080 | |
| steady | 11356 | 11.2% |
| up | 770 | 0.8% |
| down | 560 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 89640 | |
| N | 89080 | |
| S | 11356 | 4.5% |
| t | 11356 | 4.5% |
| e | 11356 | 4.5% |
| a | 11356 | 4.5% |
| d | 11356 | 4.5% |
| y | 11356 | 4.5% |
| U | 770 | 0.3% |
| p | 770 | 0.3% |
| Other values (3) | 1680 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 250076 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 89640 | |
| N | 89080 | |
| S | 11356 | 4.5% |
| t | 11356 | 4.5% |
| e | 11356 | 4.5% |
| a | 11356 | 4.5% |
| d | 11356 | 4.5% |
| y | 11356 | 4.5% |
| U | 770 | 0.3% |
| p | 770 | 0.3% |
| Other values (3) | 1680 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 250076 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 89640 | |
| N | 89080 | |
| S | 11356 | 4.5% |
| t | 11356 | 4.5% |
| e | 11356 | 4.5% |
| a | 11356 | 4.5% |
| d | 11356 | 4.5% |
| y | 11356 | 4.5% |
| U | 770 | 0.3% |
| p | 770 | 0.3% |
| Other values (3) | 1680 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 250076 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 89640 | |
| N | 89080 | |
| S | 11356 | 4.5% |
| t | 11356 | 4.5% |
| e | 11356 | 4.5% |
| a | 11356 | 4.5% |
| d | 11356 | 4.5% |
| y | 11356 | 4.5% |
| U | 770 | 0.3% |
| p | 770 | 0.3% |
| Other values (3) | 1680 | 0.7% |
glyburide
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | |
| Up | 812 |
| Down | 564 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.3756068 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 91116 | |
| Steady | 9274 | 9.1% |
| Up | 812 | 0.8% |
| Down | 564 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 91116 | |
| steady | 9274 | 9.1% |
| up | 812 | 0.8% |
| down | 564 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 91680 | |
| N | 91116 | |
| S | 9274 | 3.8% |
| t | 9274 | 3.8% |
| e | 9274 | 3.8% |
| a | 9274 | 3.8% |
| d | 9274 | 3.8% |
| y | 9274 | 3.8% |
| U | 812 | 0.3% |
| p | 812 | 0.3% |
| Other values (3) | 1692 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 241756 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 91680 | |
| N | 91116 | |
| S | 9274 | 3.8% |
| t | 9274 | 3.8% |
| e | 9274 | 3.8% |
| a | 9274 | 3.8% |
| d | 9274 | 3.8% |
| y | 9274 | 3.8% |
| U | 812 | 0.3% |
| p | 812 | 0.3% |
| Other values (3) | 1692 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 241756 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 91680 | |
| N | 91116 | |
| S | 9274 | 3.8% |
| t | 9274 | 3.8% |
| e | 9274 | 3.8% |
| a | 9274 | 3.8% |
| d | 9274 | 3.8% |
| y | 9274 | 3.8% |
| U | 812 | 0.3% |
| p | 812 | 0.3% |
| Other values (3) | 1692 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 241756 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 91680 | |
| N | 91116 | |
| S | 9274 | 3.8% |
| t | 9274 | 3.8% |
| e | 9274 | 3.8% |
| a | 9274 | 3.8% |
| d | 9274 | 3.8% |
| y | 9274 | 3.8% |
| U | 812 | 0.3% |
| p | 812 | 0.3% |
| Other values (3) | 1692 | 0.7% |
tolbutamide
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 23 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000904 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101743 | |
| Steady | 23 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101743 | |
| steady | 23 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 101743 | |
| o | 101743 | |
| S | 23 | < 0.1% |
| t | 23 | < 0.1% |
| e | 23 | < 0.1% |
| a | 23 | < 0.1% |
| d | 23 | < 0.1% |
| y | 23 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203624 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 101743 | |
| o | 101743 | |
| S | 23 | < 0.1% |
| t | 23 | < 0.1% |
| e | 23 | < 0.1% |
| a | 23 | < 0.1% |
| d | 23 | < 0.1% |
| y | 23 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203624 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 101743 | |
| o | 101743 | |
| S | 23 | < 0.1% |
| t | 23 | < 0.1% |
| e | 23 | < 0.1% |
| a | 23 | < 0.1% |
| d | 23 | < 0.1% |
| y | 23 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203624 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 101743 | |
| o | 101743 | |
| S | 23 | < 0.1% |
| t | 23 | < 0.1% |
| e | 23 | < 0.1% |
| a | 23 | < 0.1% |
| d | 23 | < 0.1% |
| y | 23 | < 0.1% |
pioglitazone
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 6976 |
| Up | 234 |
| Down | 118 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.2765167 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 94438 | |
| Steady | 6976 | 6.9% |
| Up | 234 | 0.2% |
| Down | 118 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 94438 | |
| steady | 6976 | 6.9% |
| up | 234 | 0.2% |
| down | 118 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 94556 | |
| N | 94438 | |
| S | 6976 | 3.0% |
| t | 6976 | 3.0% |
| e | 6976 | 3.0% |
| a | 6976 | 3.0% |
| d | 6976 | 3.0% |
| y | 6976 | 3.0% |
| U | 234 | 0.1% |
| p | 234 | 0.1% |
| Other values (3) | 354 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 231672 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 94556 | |
| N | 94438 | |
| S | 6976 | 3.0% |
| t | 6976 | 3.0% |
| e | 6976 | 3.0% |
| a | 6976 | 3.0% |
| d | 6976 | 3.0% |
| y | 6976 | 3.0% |
| U | 234 | 0.1% |
| p | 234 | 0.1% |
| Other values (3) | 354 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 231672 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 94556 | |
| N | 94438 | |
| S | 6976 | 3.0% |
| t | 6976 | 3.0% |
| e | 6976 | 3.0% |
| a | 6976 | 3.0% |
| d | 6976 | 3.0% |
| y | 6976 | 3.0% |
| U | 234 | 0.1% |
| p | 234 | 0.1% |
| Other values (3) | 354 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 231672 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 94556 | |
| N | 94438 | |
| S | 6976 | 3.0% |
| t | 6976 | 3.0% |
| e | 6976 | 3.0% |
| a | 6976 | 3.0% |
| d | 6976 | 3.0% |
| y | 6976 | 3.0% |
| U | 234 | 0.1% |
| p | 234 | 0.1% |
| Other values (3) | 354 | 0.2% |
rosiglitazone
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 6100 |
| Up | 178 |
| Down | 87 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.2414755 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 95401 | |
| Steady | 6100 | 6.0% |
| Up | 178 | 0.2% |
| Down | 87 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 95401 | |
| steady | 6100 | 6.0% |
| up | 178 | 0.2% |
| down | 87 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 95488 | |
| N | 95401 | |
| S | 6100 | 2.7% |
| t | 6100 | 2.7% |
| e | 6100 | 2.7% |
| a | 6100 | 2.7% |
| d | 6100 | 2.7% |
| y | 6100 | 2.7% |
| U | 178 | 0.1% |
| p | 178 | 0.1% |
| Other values (3) | 261 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 228106 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 95488 | |
| N | 95401 | |
| S | 6100 | 2.7% |
| t | 6100 | 2.7% |
| e | 6100 | 2.7% |
| a | 6100 | 2.7% |
| d | 6100 | 2.7% |
| y | 6100 | 2.7% |
| U | 178 | 0.1% |
| p | 178 | 0.1% |
| Other values (3) | 261 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 228106 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 95488 | |
| N | 95401 | |
| S | 6100 | 2.7% |
| t | 6100 | 2.7% |
| e | 6100 | 2.7% |
| a | 6100 | 2.7% |
| d | 6100 | 2.7% |
| y | 6100 | 2.7% |
| U | 178 | 0.1% |
| p | 178 | 0.1% |
| Other values (3) | 261 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 228106 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 95488 | |
| N | 95401 | |
| S | 6100 | 2.7% |
| t | 6100 | 2.7% |
| e | 6100 | 2.7% |
| a | 6100 | 2.7% |
| d | 6100 | 2.7% |
| y | 6100 | 2.7% |
| U | 178 | 0.1% |
| p | 178 | 0.1% |
| Other values (3) | 261 | 0.1% |
acarbose
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 295 |
| Up | 10 |
| Down | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0116542 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101458 | |
| Steady | 295 | 0.3% |
| Up | 10 | < 0.1% |
| Down | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101458 | |
| steady | 295 | 0.3% |
| up | 10 | < 0.1% |
| down | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 101461 | |
| N | 101458 | |
| S | 295 | 0.1% |
| t | 295 | 0.1% |
| e | 295 | 0.1% |
| a | 295 | 0.1% |
| d | 295 | 0.1% |
| y | 295 | 0.1% |
| U | 10 | < 0.1% |
| p | 10 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 204718 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 101461 | |
| N | 101458 | |
| S | 295 | 0.1% |
| t | 295 | 0.1% |
| e | 295 | 0.1% |
| a | 295 | 0.1% |
| d | 295 | 0.1% |
| y | 295 | 0.1% |
| U | 10 | < 0.1% |
| p | 10 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 204718 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 101461 | |
| N | 101458 | |
| S | 295 | 0.1% |
| t | 295 | 0.1% |
| e | 295 | 0.1% |
| a | 295 | 0.1% |
| d | 295 | 0.1% |
| y | 295 | 0.1% |
| U | 10 | < 0.1% |
| p | 10 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 204718 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 101461 | |
| N | 101458 | |
| S | 295 | 0.1% |
| t | 295 | 0.1% |
| e | 295 | 0.1% |
| a | 295 | 0.1% |
| d | 295 | 0.1% |
| y | 295 | 0.1% |
| U | 10 | < 0.1% |
| p | 10 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
miglitol
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 31 |
| Down | 5 |
| Up | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0013167 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101728 | |
| Steady | 31 | < 0.1% |
| Down | 5 | < 0.1% |
| Up | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101728 | |
| steady | 31 | < 0.1% |
| down | 5 | < 0.1% |
| up | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 101733 | |
| N | 101728 | |
| S | 31 | < 0.1% |
| t | 31 | < 0.1% |
| e | 31 | < 0.1% |
| a | 31 | < 0.1% |
| d | 31 | < 0.1% |
| y | 31 | < 0.1% |
| D | 5 | < 0.1% |
| w | 5 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203666 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 101733 | |
| N | 101728 | |
| S | 31 | < 0.1% |
| t | 31 | < 0.1% |
| e | 31 | < 0.1% |
| a | 31 | < 0.1% |
| d | 31 | < 0.1% |
| y | 31 | < 0.1% |
| D | 5 | < 0.1% |
| w | 5 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203666 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 101733 | |
| N | 101728 | |
| S | 31 | < 0.1% |
| t | 31 | < 0.1% |
| e | 31 | < 0.1% |
| a | 31 | < 0.1% |
| d | 31 | < 0.1% |
| y | 31 | < 0.1% |
| D | 5 | < 0.1% |
| w | 5 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203666 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 101733 | |
| N | 101728 | |
| S | 31 | < 0.1% |
| t | 31 | < 0.1% |
| e | 31 | < 0.1% |
| a | 31 | < 0.1% |
| d | 31 | < 0.1% |
| y | 31 | < 0.1% |
| D | 5 | < 0.1% |
| w | 5 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
troglitazone
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0001179 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101763 | |
| Steady | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101763 | |
| steady | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 101763 | |
| o | 101763 | |
| S | 3 | < 0.1% |
| t | 3 | < 0.1% |
| e | 3 | < 0.1% |
| a | 3 | < 0.1% |
| d | 3 | < 0.1% |
| y | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203544 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 101763 | |
| o | 101763 | |
| S | 3 | < 0.1% |
| t | 3 | < 0.1% |
| e | 3 | < 0.1% |
| a | 3 | < 0.1% |
| d | 3 | < 0.1% |
| y | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203544 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 101763 | |
| o | 101763 | |
| S | 3 | < 0.1% |
| t | 3 | < 0.1% |
| e | 3 | < 0.1% |
| a | 3 | < 0.1% |
| d | 3 | < 0.1% |
| y | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203544 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 101763 | |
| o | 101763 | |
| S | 3 | < 0.1% |
| t | 3 | < 0.1% |
| e | 3 | < 0.1% |
| a | 3 | < 0.1% |
| d | 3 | < 0.1% |
| y | 3 | < 0.1% |
tolazamide
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 38 |
| Up | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0014936 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101727 | |
| Steady | 38 | < 0.1% |
| Up | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101727 | |
| steady | 38 | < 0.1% |
| up | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 101727 | |
| o | 101727 | |
| S | 38 | < 0.1% |
| t | 38 | < 0.1% |
| e | 38 | < 0.1% |
| a | 38 | < 0.1% |
| d | 38 | < 0.1% |
| y | 38 | < 0.1% |
| U | 1 | < 0.1% |
| p | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203684 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 101727 | |
| o | 101727 | |
| S | 38 | < 0.1% |
| t | 38 | < 0.1% |
| e | 38 | < 0.1% |
| a | 38 | < 0.1% |
| d | 38 | < 0.1% |
| y | 38 | < 0.1% |
| U | 1 | < 0.1% |
| p | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203684 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 101727 | |
| o | 101727 | |
| S | 38 | < 0.1% |
| t | 38 | < 0.1% |
| e | 38 | < 0.1% |
| a | 38 | < 0.1% |
| d | 38 | < 0.1% |
| y | 38 | < 0.1% |
| U | 1 | < 0.1% |
| p | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203684 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 101727 | |
| o | 101727 | |
| S | 38 | < 0.1% |
| t | 38 | < 0.1% |
| e | 38 | < 0.1% |
| a | 38 | < 0.1% |
| d | 38 | < 0.1% |
| y | 38 | < 0.1% |
| U | 1 | < 0.1% |
| p | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| False | 101766 |
citoglipton
Boolean
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 99.5 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 101766 |
insulin
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | |
| Down | |
| Up |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.4526659 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Up |
| 3rd row | No |
| 4th row | Up |
| 5th row | Steady |
Common Values
| Value | Count | Frequency (%) |
| No | 47383 | |
| Steady | 30849 | |
| Down | 12218 | 12.0% |
| Up | 11316 | 11.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 47383 | |
| steady | 30849 | |
| down | 12218 | 12.0% |
| up | 11316 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 59601 | |
| N | 47383 | |
| S | 30849 | |
| t | 30849 | |
| e | 30849 | |
| a | 30849 | |
| d | 30849 | |
| y | 30849 | |
| D | 12218 | 3.5% |
| w | 12218 | 3.5% |
| Other values (3) | 34850 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 351364 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 59601 | |
| N | 47383 | |
| S | 30849 | |
| t | 30849 | |
| e | 30849 | |
| a | 30849 | |
| d | 30849 | |
| y | 30849 | |
| D | 12218 | 3.5% |
| w | 12218 | 3.5% |
| Other values (3) | 34850 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 351364 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 59601 | |
| N | 47383 | |
| S | 30849 | |
| t | 30849 | |
| e | 30849 | |
| a | 30849 | |
| d | 30849 | |
| y | 30849 | |
| D | 12218 | 3.5% |
| w | 12218 | 3.5% |
| Other values (3) | 34850 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 351364 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 59601 | |
| N | 47383 | |
| S | 30849 | |
| t | 30849 | |
| e | 30849 | |
| a | 30849 | |
| d | 30849 | |
| y | 30849 | |
| D | 12218 | 3.5% |
| w | 12218 | 3.5% |
| Other values (3) | 34850 |
glyburide-metformin
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 692 |
| Up | 8 |
| Down | 6 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0273176 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101060 | |
| Steady | 692 | 0.7% |
| Up | 8 | < 0.1% |
| Down | 6 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101060 | |
| steady | 692 | 0.7% |
| up | 8 | < 0.1% |
| down | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 101066 | |
| N | 101060 | |
| S | 692 | 0.3% |
| t | 692 | 0.3% |
| e | 692 | 0.3% |
| a | 692 | 0.3% |
| d | 692 | 0.3% |
| y | 692 | 0.3% |
| U | 8 | < 0.1% |
| p | 8 | < 0.1% |
| Other values (3) | 18 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 206312 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 101066 | |
| N | 101060 | |
| S | 692 | 0.3% |
| t | 692 | 0.3% |
| e | 692 | 0.3% |
| a | 692 | 0.3% |
| d | 692 | 0.3% |
| y | 692 | 0.3% |
| U | 8 | < 0.1% |
| p | 8 | < 0.1% |
| Other values (3) | 18 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 206312 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 101066 | |
| N | 101060 | |
| S | 692 | 0.3% |
| t | 692 | 0.3% |
| e | 692 | 0.3% |
| a | 692 | 0.3% |
| d | 692 | 0.3% |
| y | 692 | 0.3% |
| U | 8 | < 0.1% |
| p | 8 | < 0.1% |
| Other values (3) | 18 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 206312 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 101066 | |
| N | 101060 | |
| S | 692 | 0.3% |
| t | 692 | 0.3% |
| e | 692 | 0.3% |
| a | 692 | 0.3% |
| d | 692 | 0.3% |
| y | 692 | 0.3% |
| U | 8 | < 0.1% |
| p | 8 | < 0.1% |
| Other values (3) | 18 | < 0.1% |
glipizide-metformin
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 13 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000511 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101753 | |
| Steady | 13 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101753 | |
| steady | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 101753 | |
| o | 101753 | |
| S | 13 | < 0.1% |
| t | 13 | < 0.1% |
| e | 13 | < 0.1% |
| a | 13 | < 0.1% |
| d | 13 | < 0.1% |
| y | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203584 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 101753 | |
| o | 101753 | |
| S | 13 | < 0.1% |
| t | 13 | < 0.1% |
| e | 13 | < 0.1% |
| a | 13 | < 0.1% |
| d | 13 | < 0.1% |
| y | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203584 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 101753 | |
| o | 101753 | |
| S | 13 | < 0.1% |
| t | 13 | < 0.1% |
| e | 13 | < 0.1% |
| a | 13 | < 0.1% |
| d | 13 | < 0.1% |
| y | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203584 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 101753 | |
| o | 101753 | |
| S | 13 | < 0.1% |
| t | 13 | < 0.1% |
| e | 13 | < 0.1% |
| a | 13 | < 0.1% |
| d | 13 | < 0.1% |
| y | 13 | < 0.1% |
glimepiride-pioglitazone
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0000393 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101765 | |
| Steady | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101765 | |
| steady | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
metformin-rosiglitazone
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0000786 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101764 | |
| Steady | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101764 | |
| steady | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 101764 | |
| o | 101764 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203540 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 101764 | |
| o | 101764 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203540 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 101764 | |
| o | 101764 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203540 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 101764 | |
| o | 101764 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
metformin-pioglitazone
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Steady | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0000393 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 101765 | |
| Steady | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 101765 | |
| steady | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203536 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 101765 | |
| o | 101765 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
change
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| No | |
|---|---|
| Ch |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Ch |
| 3rd row | No |
| 4th row | Ch |
| 5th row | Ch |
Common Values
| Value | Count | Frequency (%) |
| No | 54755 | |
| Ch | 47011 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 54755 | |
| ch | 47011 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 54755 | |
| o | 54755 | |
| C | 47011 | |
| h | 47011 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 203532 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 54755 | |
| o | 54755 | |
| C | 47011 | |
| h | 47011 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 203532 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 54755 | |
| o | 54755 | |
| C | 47011 | |
| h | 47011 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 203532 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 54755 | |
| o | 54755 | |
| C | 47011 | |
| h | 47011 |
diabetesMed
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 99.5 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 78363 | |
| False | 23403 | 23.0% |
readmitted
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.2 KiB |
| NO | |
|---|---|
| >30 | |
| <30 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.4608808 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NO |
|---|---|
| 2nd row | >30 |
| 3rd row | NO |
| 4th row | NO |
| 5th row | NO |
Common Values
| Value | Count | Frequency (%) |
| NO | 54864 | |
| >30 | 35545 | |
| <30 | 11357 | 11.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 54864 | |
| 30 | 46902 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 54864 | |
| O | 54864 | |
| 3 | 46902 | |
| 0 | 46902 | |
| > | 35545 | |
| < | 11357 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 250434 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 54864 | |
| O | 54864 | |
| 3 | 46902 | |
| 0 | 46902 | |
| > | 35545 | |
| < | 11357 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 250434 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 54864 | |
| O | 54864 | |
| 3 | 46902 | |
| 0 | 46902 | |
| > | 35545 | |
| < | 11357 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 250434 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 54864 | |
| O | 54864 | |
| 3 | 46902 | |
| 0 | 46902 | |
| > | 35545 | |
| < | 11357 | 4.5% |
Interactions
Correlations
| A1Cresult | acarbose | acetohexamide | admission_source_id | admission_type_id | age | change | chlorpropamide | diabetesMed | discharge_disposition_id | encounter_id | gender | glimepiride | glimepiride-pioglitazone | glipizide | glipizide-metformin | glyburide | glyburide-metformin | insulin | max_glu_serum | metformin | metformin-pioglitazone | metformin-rosiglitazone | miglitol | nateglinide | num_lab_procedures | num_medications | num_procedures | number_diagnoses | number_emergency | number_inpatient | number_outpatient | patient_nbr | payer_code | pioglitazone | race | readmitted | repaglinide | rosiglitazone | time_in_hospital | tolazamide | tolbutamide | troglitazone | weight | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| A1Cresult | 1.000 | 0.009 | 1.000 | 0.042 | 0.069 | 0.183 | 0.187 | 0.003 | 0.182 | 0.040 | 0.132 | 0.033 | 0.032 | 1.000 | 0.040 | 0.017 | 0.032 | 0.000 | 0.153 | 0.370 | 0.054 | 1.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.029 | 0.024 | 0.112 | 0.007 | 0.022 | 0.019 | 0.118 | 0.158 | 0.014 | 0.064 | 0.019 | 0.027 | 0.015 | 0.022 | 0.003 | 0.003 | 1.000 | 0.016 |
| acarbose | 0.009 | 1.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.046 | 0.000 | 0.030 | 0.000 | 0.006 | 0.007 | 0.010 | 0.000 | 0.022 | 0.000 | 0.007 | 0.004 | 0.011 | 0.016 | 0.013 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.013 | 0.004 | 0.000 | 0.000 | 0.007 | 0.000 | 0.011 | 0.010 | 0.007 | 0.007 | 0.012 | 0.012 | 0.002 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 |
| acetohexamide | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.019 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 |
| admission_source_id | 0.042 | 0.000 | 0.000 | 1.000 | -0.383 | 0.035 | 0.023 | 0.000 | 0.018 | 0.042 | -0.051 | 0.012 | 0.016 | 0.000 | 0.007 | 0.000 | 0.019 | 0.017 | 0.041 | 0.148 | 0.029 | 0.000 | 0.000 | 0.000 | 0.007 | 0.136 | -0.063 | -0.205 | 0.106 | 0.104 | 0.056 | 0.024 | 0.030 | 0.081 | 0.017 | 0.074 | 0.056 | 0.018 | 0.021 | 0.003 | 0.000 | 0.004 | 0.000 | 0.031 |
| admission_type_id | 0.069 | 0.000 | 0.000 | -0.383 | 1.000 | 0.038 | 0.063 | 0.002 | 0.043 | 0.021 | -0.123 | 0.013 | 0.036 | 0.000 | 0.012 | 0.000 | 0.007 | 0.027 | 0.064 | 0.123 | 0.032 | 0.000 | 0.000 | 0.005 | 0.012 | -0.224 | 0.087 | 0.217 | -0.127 | -0.033 | -0.045 | 0.030 | 0.007 | 0.135 | 0.020 | 0.063 | 0.044 | 0.034 | 0.019 | -0.015 | 0.006 | 0.013 | 0.000 | 0.043 |
| age | 0.183 | 0.002 | 0.000 | 0.035 | 0.038 | 1.000 | 0.056 | 0.003 | 0.044 | 0.060 | 0.037 | 0.078 | 0.024 | 0.000 | 0.037 | 0.000 | 0.050 | 0.010 | 0.068 | 0.133 | 0.066 | 0.000 | 0.000 | 0.004 | 0.008 | 0.023 | 0.060 | 0.065 | 0.131 | 0.027 | 0.049 | 0.004 | 0.039 | 0.153 | 0.030 | 0.085 | 0.038 | 0.029 | 0.026 | 0.043 | 0.000 | 0.014 | 0.000 | 0.026 |
| change | 0.187 | 0.046 | 0.000 | 0.023 | 0.063 | 0.056 | 1.000 | 0.012 | 0.506 | 0.081 | 0.120 | 0.014 | 0.144 | 0.000 | 0.209 | 0.007 | 0.191 | 0.043 | 0.641 | 0.248 | 0.329 | 0.000 | 0.000 | 0.014 | 0.055 | 0.070 | 0.244 | 0.027 | 0.057 | 0.015 | 0.017 | 0.015 | 0.130 | 0.148 | 0.203 | 0.021 | 0.046 | 0.078 | 0.196 | 0.115 | 0.000 | 0.000 | 0.003 | 0.048 |
| chlorpropamide | 0.003 | 0.000 | 0.000 | 0.000 | 0.002 | 0.003 | 0.012 | 1.000 | 0.015 | 0.019 | 0.014 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.006 | 0.000 | 0.000 | 0.000 | 0.006 | 0.003 | 0.000 | 0.003 | 0.004 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 |
| diabetesMed | 0.182 | 0.030 | 0.000 | 0.018 | 0.043 | 0.044 | 0.506 | 0.015 | 1.000 | 0.083 | 0.068 | 0.015 | 0.127 | 0.000 | 0.206 | 0.004 | 0.187 | 0.045 | 0.585 | 0.191 | 0.270 | 0.000 | 0.000 | 0.009 | 0.045 | 0.043 | 0.196 | 0.030 | 0.032 | 0.007 | 0.018 | 0.001 | 0.068 | 0.095 | 0.152 | 0.022 | 0.061 | 0.068 | 0.141 | 0.070 | 0.010 | 0.007 | 0.000 | 0.036 |
| discharge_disposition_id | 0.040 | 0.000 | 0.020 | 0.042 | 0.021 | 0.060 | 0.081 | 0.019 | 0.083 | 1.000 | -0.065 | 0.027 | 0.022 | 0.000 | 0.028 | 0.010 | 0.051 | 0.015 | 0.078 | 0.071 | 0.036 | 0.000 | 0.000 | 0.004 | 0.006 | 0.059 | 0.171 | 0.013 | 0.151 | 0.007 | 0.085 | 0.033 | -0.046 | 0.094 | 0.024 | 0.028 | 0.120 | 0.016 | 0.017 | 0.276 | 0.017 | 0.010 | 0.011 | 0.016 |
| encounter_id | 0.132 | 0.006 | 0.000 | -0.051 | -0.123 | 0.037 | 0.120 | 0.014 | 0.068 | -0.065 | 1.000 | 0.011 | 0.030 | 0.001 | 0.023 | 0.004 | 0.054 | 0.029 | 0.102 | 0.177 | 0.028 | 0.014 | 0.011 | 0.005 | 0.022 | -0.009 | 0.102 | -0.031 | 0.293 | 0.131 | 0.037 | 0.151 | 0.544 | 0.244 | 0.036 | 0.078 | 0.073 | 0.019 | 0.044 | -0.060 | 0.014 | 0.010 | 0.013 | 0.020 |
| gender | 0.033 | 0.007 | 0.000 | 0.012 | 0.013 | 0.078 | 0.014 | 0.000 | 0.015 | 0.027 | 0.011 | 1.000 | 0.000 | 0.000 | 0.019 | 0.005 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.004 | 0.000 | 0.017 | 0.036 | 0.045 | 0.000 | 0.000 | 0.008 | 0.000 | 0.022 | 0.061 | 0.004 | 0.054 | 0.013 | 0.000 | 0.011 | 0.028 | 0.003 | 0.000 | 0.004 | 0.027 |
| glimepiride | 0.032 | 0.010 | 0.000 | 0.016 | 0.036 | 0.024 | 0.144 | 0.000 | 0.127 | 0.022 | 0.030 | 0.000 | 1.000 | 0.000 | 0.042 | 0.000 | 0.040 | 0.004 | 0.010 | 0.000 | 0.028 | 0.000 | 0.000 | 0.013 | 0.009 | 0.019 | 0.029 | 0.007 | 0.010 | 0.009 | 0.000 | 0.000 | 0.023 | 0.033 | 0.026 | 0.014 | 0.007 | 0.003 | 0.025 | 0.025 | 0.000 | 0.000 | 0.005 | 0.007 |
| glimepiride-pioglitazone | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| glipizide | 0.040 | 0.022 | 0.000 | 0.007 | 0.012 | 0.037 | 0.209 | 0.002 | 0.206 | 0.028 | 0.023 | 0.019 | 0.042 | 0.000 | 1.000 | 0.000 | 0.062 | 0.015 | 0.034 | 0.054 | 0.049 | 0.000 | 0.000 | 0.014 | 0.007 | 0.024 | 0.042 | 0.009 | 0.013 | 0.000 | 0.012 | 0.000 | 0.021 | 0.017 | 0.029 | 0.014 | 0.015 | 0.010 | 0.027 | 0.037 | 0.000 | 0.002 | 0.000 | 0.013 |
| glipizide-metformin | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.004 | 0.010 | 0.004 | 0.005 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.030 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.027 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 |
| glyburide | 0.032 | 0.007 | 0.000 | 0.019 | 0.007 | 0.050 | 0.191 | 0.000 | 0.187 | 0.051 | 0.054 | 0.023 | 0.040 | 0.000 | 0.062 | 0.000 | 1.000 | 0.004 | 0.054 | 0.032 | 0.093 | 0.000 | 0.000 | 0.000 | 0.011 | 0.020 | 0.030 | 0.007 | 0.024 | 0.000 | 0.020 | 0.005 | 0.044 | 0.040 | 0.016 | 0.017 | 0.004 | 0.014 | 0.025 | 0.033 | 0.000 | 0.000 | 0.000 | 0.004 |
| glyburide-metformin | 0.000 | 0.004 | 0.000 | 0.017 | 0.027 | 0.010 | 0.043 | 0.000 | 0.045 | 0.015 | 0.029 | 0.000 | 0.004 | 0.000 | 0.015 | 0.030 | 0.004 | 1.000 | 0.005 | 0.029 | 0.012 | 0.000 | 0.000 | 0.000 | 0.004 | 0.006 | 0.003 | 0.000 | 0.012 | 0.020 | 0.000 | 0.000 | 0.032 | 0.039 | 0.018 | 0.018 | 0.004 | 0.003 | 0.002 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 |
| insulin | 0.153 | 0.011 | 0.000 | 0.041 | 0.064 | 0.068 | 0.641 | 0.010 | 0.585 | 0.078 | 0.102 | 0.000 | 0.010 | 0.000 | 0.034 | 0.000 | 0.054 | 0.005 | 1.000 | 0.223 | 0.032 | 0.000 | 0.003 | 0.004 | 0.004 | 0.073 | 0.143 | 0.023 | 0.078 | 0.017 | 0.044 | 0.018 | 0.118 | 0.131 | 0.009 | 0.042 | 0.050 | 0.018 | 0.013 | 0.079 | 0.008 | 0.000 | 0.000 | 0.055 |
| max_glu_serum | 0.370 | 0.016 | 1.000 | 0.148 | 0.123 | 0.133 | 0.248 | 0.000 | 0.191 | 0.071 | 0.177 | 0.000 | 0.000 | 1.000 | 0.054 | 1.000 | 0.032 | 0.029 | 0.223 | 1.000 | 0.048 | 1.000 | 1.000 | 1.000 | 0.024 | 0.150 | 0.137 | 0.036 | 0.054 | 0.014 | 0.078 | 0.000 | 0.157 | 0.114 | 0.013 | 0.000 | 0.054 | 0.025 | 0.018 | 0.138 | 0.000 | 0.000 | 1.000 | 1.000 |
| metformin | 0.054 | 0.013 | 0.000 | 0.029 | 0.032 | 0.066 | 0.329 | 0.003 | 0.270 | 0.036 | 0.028 | 0.000 | 0.028 | 0.000 | 0.049 | 0.000 | 0.093 | 0.012 | 0.032 | 0.048 | 1.000 | 0.041 | 0.000 | 0.008 | 0.013 | 0.037 | 0.044 | 0.023 | 0.046 | 0.000 | 0.032 | 0.007 | 0.021 | 0.044 | 0.034 | 0.012 | 0.022 | 0.009 | 0.061 | 0.028 | 0.008 | 0.005 | 0.000 | 0.014 |
| metformin-pioglitazone | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.041 | 1.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| metformin-rosiglitazone | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.015 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| miglitol | 0.000 | 0.001 | 0.000 | 0.000 | 0.005 | 0.004 | 0.014 | 0.000 | 0.009 | 0.004 | 0.005 | 0.004 | 0.013 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.004 | 1.000 | 0.008 | 0.000 | 0.000 | 1.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.005 | 0.008 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 |
| nateglinide | 0.000 | 0.000 | 0.000 | 0.007 | 0.012 | 0.008 | 0.055 | 0.000 | 0.045 | 0.006 | 0.022 | 0.000 | 0.009 | 0.000 | 0.007 | 0.000 | 0.011 | 0.004 | 0.004 | 0.024 | 0.013 | 0.000 | 0.000 | 0.005 | 1.000 | 0.006 | 0.015 | 0.001 | 0.035 | 0.021 | 0.000 | 0.000 | 0.018 | 0.013 | 0.020 | 0.010 | 0.000 | 0.000 | 0.009 | 0.005 | 0.000 | 0.000 | 0.000 | 0.004 |
| num_lab_procedures | 0.030 | 0.000 | 0.004 | 0.136 | -0.224 | 0.023 | 0.070 | 0.000 | 0.043 | 0.059 | -0.009 | 0.017 | 0.019 | 0.000 | 0.024 | 0.008 | 0.020 | 0.006 | 0.073 | 0.150 | 0.037 | 0.001 | 0.000 | 0.000 | 0.006 | 1.000 | 0.252 | 0.023 | 0.169 | 0.006 | 0.041 | -0.024 | 0.027 | 0.047 | 0.018 | 0.041 | 0.032 | 0.020 | 0.011 | 0.337 | 0.000 | 0.006 | 0.000 | 0.038 |
| num_medications | 0.029 | 0.013 | 0.019 | -0.063 | 0.087 | 0.060 | 0.244 | 0.000 | 0.196 | 0.171 | 0.102 | 0.036 | 0.029 | 0.000 | 0.042 | 0.000 | 0.030 | 0.003 | 0.143 | 0.137 | 0.044 | 0.000 | 0.038 | 0.000 | 0.015 | 0.252 | 1.000 | 0.352 | 0.294 | 0.044 | 0.099 | 0.074 | 0.045 | 0.038 | 0.043 | 0.030 | 0.063 | 0.016 | 0.032 | 0.465 | 0.000 | 0.000 | 0.000 | 0.008 |
| num_procedures | 0.024 | 0.004 | 0.013 | -0.205 | 0.217 | 0.065 | 0.027 | 0.003 | 0.030 | 0.013 | -0.031 | 0.045 | 0.007 | 0.000 | 0.009 | 0.000 | 0.007 | 0.000 | 0.023 | 0.036 | 0.023 | 0.000 | 0.006 | 0.000 | 0.001 | 0.023 | 0.352 | 1.000 | 0.067 | -0.046 | -0.064 | -0.024 | -0.019 | 0.043 | 0.010 | 0.025 | 0.037 | 0.000 | 0.008 | 0.187 | 0.007 | 0.000 | 0.000 | 0.011 |
| number_diagnoses | 0.112 | 0.000 | 0.000 | 0.106 | -0.127 | 0.131 | 0.057 | 0.006 | 0.032 | 0.151 | 0.293 | 0.000 | 0.010 | 0.005 | 0.013 | 0.000 | 0.024 | 0.012 | 0.078 | 0.054 | 0.046 | 0.005 | 0.000 | 0.000 | 0.035 | 0.169 | 0.294 | 0.067 | 1.000 | 0.092 | 0.136 | 0.113 | 0.240 | 0.079 | 0.010 | 0.063 | 0.082 | 0.022 | 0.008 | 0.237 | 0.009 | 0.000 | 0.000 | 0.022 |
| number_emergency | 0.007 | 0.000 | 0.000 | 0.104 | -0.033 | 0.027 | 0.015 | 0.000 | 0.007 | 0.007 | 0.131 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.017 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.006 | 0.044 | -0.046 | 0.092 | 1.000 | 0.222 | 0.177 | 0.113 | 0.034 | 0.000 | 0.004 | 0.029 | 0.000 | 0.000 | -0.001 | 0.000 | 0.000 | 0.000 | 0.000 |
| number_inpatient | 0.022 | 0.007 | 0.000 | 0.056 | -0.045 | 0.049 | 0.017 | 0.000 | 0.018 | 0.085 | 0.037 | 0.008 | 0.000 | 0.000 | 0.012 | 0.000 | 0.020 | 0.000 | 0.044 | 0.078 | 0.032 | 0.000 | 0.000 | 0.003 | 0.000 | 0.041 | 0.099 | -0.064 | 0.136 | 0.222 | 1.000 | 0.156 | 0.026 | 0.029 | 0.011 | 0.014 | 0.130 | 0.000 | 0.008 | 0.092 | 0.000 | 0.000 | 0.000 | 0.014 |
| number_outpatient | 0.019 | 0.000 | 0.000 | 0.024 | 0.030 | 0.004 | 0.015 | 0.000 | 0.001 | 0.033 | 0.151 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.018 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | -0.024 | 0.074 | -0.024 | 0.113 | 0.177 | 0.156 | 1.000 | 0.155 | 0.024 | 0.000 | 0.012 | 0.028 | 0.000 | 0.000 | -0.013 | 0.000 | 0.000 | 0.000 | 0.019 |
| patient_nbr | 0.118 | 0.011 | 0.000 | 0.030 | 0.007 | 0.039 | 0.130 | 0.006 | 0.068 | -0.046 | 0.544 | 0.022 | 0.023 | 0.000 | 0.021 | 0.024 | 0.044 | 0.032 | 0.118 | 0.157 | 0.021 | 0.000 | 0.023 | 0.009 | 0.018 | 0.027 | 0.045 | -0.019 | 0.240 | 0.113 | 0.026 | 0.155 | 1.000 | 0.174 | 0.032 | 0.106 | 0.115 | 0.042 | 0.019 | -0.017 | 0.009 | 0.000 | 0.000 | 0.037 |
| payer_code | 0.158 | 0.010 | 0.000 | 0.081 | 0.135 | 0.153 | 0.148 | 0.003 | 0.095 | 0.094 | 0.244 | 0.061 | 0.033 | 0.005 | 0.017 | 0.027 | 0.040 | 0.039 | 0.131 | 0.114 | 0.044 | 0.015 | 0.015 | 0.000 | 0.013 | 0.047 | 0.038 | 0.043 | 0.079 | 0.034 | 0.029 | 0.024 | 0.174 | 1.000 | 0.031 | 0.087 | 0.049 | 0.025 | 0.015 | 0.033 | 0.000 | 0.000 | 0.000 | 0.054 |
| pioglitazone | 0.014 | 0.007 | 0.000 | 0.017 | 0.020 | 0.030 | 0.203 | 0.000 | 0.152 | 0.024 | 0.036 | 0.004 | 0.026 | 0.000 | 0.029 | 0.000 | 0.016 | 0.018 | 0.009 | 0.013 | 0.034 | 0.010 | 0.000 | 0.000 | 0.020 | 0.018 | 0.043 | 0.010 | 0.010 | 0.000 | 0.011 | 0.000 | 0.032 | 0.031 | 1.000 | 0.015 | 0.011 | 0.015 | 0.037 | 0.023 | 0.000 | 0.000 | 0.000 | 0.019 |
| race | 0.064 | 0.007 | 0.000 | 0.074 | 0.063 | 0.085 | 0.021 | 0.003 | 0.022 | 0.028 | 0.078 | 0.054 | 0.014 | 0.000 | 0.014 | 0.000 | 0.017 | 0.018 | 0.042 | 0.000 | 0.012 | 0.000 | 0.028 | 0.000 | 0.010 | 0.041 | 0.030 | 0.025 | 0.063 | 0.004 | 0.014 | 0.012 | 0.106 | 0.087 | 0.015 | 1.000 | 0.037 | 0.016 | 0.006 | 0.013 | 0.000 | 0.000 | 0.000 | 0.036 |
| readmitted | 0.019 | 0.012 | 0.000 | 0.056 | 0.044 | 0.038 | 0.046 | 0.004 | 0.061 | 0.120 | 0.073 | 0.013 | 0.007 | 0.000 | 0.015 | 0.001 | 0.004 | 0.004 | 0.050 | 0.054 | 0.022 | 0.000 | 0.000 | 0.005 | 0.000 | 0.032 | 0.063 | 0.037 | 0.082 | 0.029 | 0.130 | 0.028 | 0.115 | 0.049 | 0.011 | 0.037 | 1.000 | 0.016 | 0.013 | 0.048 | 0.002 | 0.000 | 0.000 | 0.035 |
| repaglinide | 0.027 | 0.012 | 0.000 | 0.018 | 0.034 | 0.029 | 0.078 | 0.000 | 0.068 | 0.016 | 0.019 | 0.000 | 0.003 | 0.000 | 0.010 | 0.000 | 0.014 | 0.003 | 0.018 | 0.025 | 0.009 | 0.000 | 0.000 | 0.008 | 0.000 | 0.020 | 0.016 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.042 | 0.025 | 0.015 | 0.016 | 0.016 | 1.000 | 0.006 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 |
| rosiglitazone | 0.015 | 0.002 | 0.000 | 0.021 | 0.019 | 0.026 | 0.196 | 0.000 | 0.141 | 0.017 | 0.044 | 0.011 | 0.025 | 0.000 | 0.027 | 0.000 | 0.025 | 0.002 | 0.013 | 0.018 | 0.061 | 0.000 | 0.000 | 0.000 | 0.009 | 0.011 | 0.032 | 0.008 | 0.008 | 0.000 | 0.008 | 0.000 | 0.019 | 0.015 | 0.037 | 0.006 | 0.013 | 0.006 | 1.000 | 0.021 | 0.000 | 0.000 | 0.003 | 0.004 |
| time_in_hospital | 0.022 | 0.007 | 0.019 | 0.003 | -0.015 | 0.043 | 0.115 | 0.003 | 0.070 | 0.276 | -0.060 | 0.028 | 0.025 | 0.000 | 0.037 | 0.005 | 0.033 | 0.003 | 0.079 | 0.138 | 0.028 | 0.000 | 0.000 | 0.009 | 0.005 | 0.337 | 0.465 | 0.187 | 0.237 | -0.001 | 0.092 | -0.013 | -0.017 | 0.033 | 0.023 | 0.013 | 0.048 | 0.024 | 0.021 | 1.000 | 0.000 | 0.000 | 0.013 | 0.010 |
| tolazamide | 0.003 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.010 | 0.017 | 0.014 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.009 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| tolbutamide | 0.003 | 0.000 | 0.000 | 0.004 | 0.013 | 0.014 | 0.000 | 0.000 | 0.007 | 0.010 | 0.010 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
| troglitazone | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.011 | 0.013 | 0.004 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.013 | 0.000 | 0.000 | 1.000 | 0.000 |
| weight | 0.016 | 0.000 | 0.000 | 0.031 | 0.043 | 0.026 | 0.048 | 0.000 | 0.036 | 0.016 | 0.020 | 0.027 | 0.007 | 0.000 | 0.013 | 0.000 | 0.004 | 0.000 | 0.055 | 1.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.004 | 0.038 | 0.008 | 0.011 | 0.022 | 0.000 | 0.014 | 0.019 | 0.037 | 0.054 | 0.019 | 0.036 | 0.035 | 0.000 | 0.004 | 0.010 | 0.000 | 0.000 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| encounter_id | patient_nbr | race | gender | age | weight | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | payer_code | medical_specialty | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | examide | citoglipton | insulin | glyburide-metformin | glipizide-metformin | glimepiride-pioglitazone | metformin-rosiglitazone | metformin-pioglitazone | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2278392 | 8222157 | Caucasian | Female | [0-10) | ? | 6 | 25 | 1 | 1 | ? | Pediatrics-Endocrinology | 41 | 0 | 1 | 0 | 0 | 0 | 250.83 | ? | ? | 1 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | NO |
| 1 | 149190 | 55629189 | Caucasian | Female | [10-20) | ? | 1 | 1 | 7 | 3 | ? | ? | 59 | 0 | 18 | 0 | 0 | 0 | 276 | 250.01 | 255 | 9 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | >30 |
| 2 | 64410 | 86047875 | AfricanAmerican | Female | [20-30) | ? | 1 | 1 | 7 | 2 | ? | ? | 11 | 5 | 13 | 2 | 0 | 1 | 648 | 250 | V27 | 6 | NaN | NaN | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Yes | NO |
| 3 | 500364 | 82442376 | Caucasian | Male | [30-40) | ? | 1 | 1 | 7 | 2 | ? | ? | 44 | 1 | 16 | 0 | 0 | 0 | 8 | 250.43 | 403 | 7 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | NO |
| 4 | 16680 | 42519267 | Caucasian | Male | [40-50) | ? | 1 | 1 | 7 | 1 | ? | ? | 51 | 0 | 8 | 0 | 0 | 0 | 197 | 157 | 250 | 5 | NaN | NaN | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 5 | 35754 | 82637451 | Caucasian | Male | [50-60) | ? | 2 | 1 | 2 | 3 | ? | ? | 31 | 6 | 16 | 0 | 0 | 0 | 414 | 411 | 250 | 9 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Yes | >30 |
| 6 | 55842 | 84259809 | Caucasian | Male | [60-70) | ? | 3 | 1 | 2 | 4 | ? | ? | 70 | 1 | 21 | 0 | 0 | 0 | 414 | 411 | V45 | 7 | NaN | NaN | Steady | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 7 | 63768 | 114882984 | Caucasian | Male | [70-80) | ? | 1 | 1 | 7 | 5 | ? | ? | 73 | 0 | 12 | 0 | 0 | 0 | 428 | 492 | 250 | 8 | NaN | NaN | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Yes | >30 |
| 8 | 12522 | 48330783 | Caucasian | Female | [80-90) | ? | 2 | 1 | 4 | 13 | ? | ? | 68 | 2 | 28 | 0 | 0 | 0 | 398 | 427 | 38 | 8 | NaN | NaN | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| 9 | 15738 | 63555939 | Caucasian | Female | [90-100) | ? | 3 | 3 | 4 | 12 | ? | InternalMedicine | 33 | 3 | 18 | 0 | 0 | 0 | 434 | 198 | 486 | 8 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Steady | No | No | No | No | No | Ch | Yes | NO |
| encounter_id | patient_nbr | race | gender | age | weight | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | payer_code | medical_specialty | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | examide | citoglipton | insulin | glyburide-metformin | glipizide-metformin | glimepiride-pioglitazone | metformin-rosiglitazone | metformin-pioglitazone | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101756 | 443842070 | 140199494 | Other | Female | [60-70) | ? | 1 | 1 | 7 | 2 | MD | ? | 46 | 6 | 17 | 1 | 1 | 1 | 996 | 585 | 403 | 9 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Yes | >30 |
| 101757 | 443842136 | 181593374 | Caucasian | Female | [70-80) | ? | 1 | 1 | 7 | 5 | ? | ? | 21 | 1 | 16 | 0 | 0 | 1 | 491 | 518 | 511 | 9 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Yes | NO |
| 101758 | 443842340 | 120975314 | Caucasian | Female | [80-90) | ? | 1 | 1 | 7 | 5 | MC | ? | 76 | 1 | 22 | 0 | 1 | 0 | 292 | 8 | 304 | 9 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | NO |
| 101759 | 443842778 | 86472243 | Caucasian | Male | [80-90) | ? | 1 | 1 | 7 | 1 | MC | ? | 1 | 0 | 15 | 3 | 0 | 0 | 435 | 784 | 250 | 7 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | NO |
| 101760 | 443847176 | 50375628 | AfricanAmerican | Female | [60-70) | ? | 1 | 1 | 7 | 6 | DM | ? | 45 | 1 | 25 | 3 | 1 | 2 | 345 | 438 | 412 | 9 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Down | No | No | No | No | No | Ch | Yes | >30 |
| 101761 | 443847548 | 100162476 | AfricanAmerican | Male | [70-80) | ? | 1 | 3 | 7 | 3 | MC | ? | 51 | 0 | 16 | 0 | 0 | 0 | 250.13 | 291 | 458 | 9 | NaN | >8 | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | No | Ch | Yes | >30 |
| 101762 | 443847782 | 74694222 | AfricanAmerican | Female | [80-90) | ? | 1 | 4 | 5 | 5 | MC | ? | 33 | 3 | 18 | 0 | 0 | 1 | 560 | 276 | 787 | 9 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | Yes | NO |
| 101763 | 443854148 | 41088789 | Caucasian | Male | [70-80) | ? | 1 | 1 | 7 | 1 | MC | ? | 53 | 0 | 9 | 1 | 0 | 0 | 38 | 590 | 296 | 13 | NaN | NaN | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | No | Ch | Yes | NO |
| 101764 | 443857166 | 31693671 | Caucasian | Female | [80-90) | ? | 2 | 3 | 7 | 10 | MC | Surgery-General | 45 | 2 | 21 | 0 | 0 | 1 | 996 | 285 | 998 | 9 | NaN | NaN | No | No | No | No | No | No | Steady | No | No | Steady | No | No | No | No | No | No | No | Up | No | No | No | No | No | Ch | Yes | NO |
| 101765 | 443867222 | 175429310 | Caucasian | Male | [70-80) | ? | 1 | 1 | 7 | 6 | ? | ? | 13 | 3 | 3 | 0 | 0 | 0 | 530 | 530 | 787 | 9 | NaN | NaN | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | NO |